diff --git a/README.md b/README.md
index 3298f2e..1f138d6 100644
--- a/README.md
+++ b/README.md
@@ -70,62 +70,62 @@ Curious to learn more about GPT-4 Vision? [Check out our GPT-4V experiments 🧪
    WARNING: DO NOT EDIT THIS TABLE MANUALLY. IT IS AUTOMATICALLY GENERATED.
    HEAD OVER TO CONTRIBUTING.MD FOR MORE DETAILS ON HOW TO MAKE CHANGES PROPERLY.
 -->
-## 🚀 model tutorials (47 notebooks)
+## 🚀 model tutorials (46 notebooks)
 | **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** |
 |:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:|
-| [Fine-Tune Qwen2.5-VL for JSON data extraction](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb)  |   | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/QwenLM/Qwen2.5-VL) |
+| [Fine-Tune Qwen2.5-VL for JSON Data Extraction](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb)  |   | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/QwenLM/Qwen2.5-VL) |
 | [Fine-Tune PaliGemma2 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-detection-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-detection-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-detection-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-paligemma-2/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md) [![arXiv](https://img.shields.io/badge/arXiv-2412.03555-b31b1b.svg)](https://arxiv.org/abs/2412.03555)|
-| [Fine-Tune PaliGemma2 for JSON data extraction](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-paligemma-2/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md) [![arXiv](https://img.shields.io/badge/arXiv-2412.03555-b31b1b.svg)](https://arxiv.org/abs/2412.03555)|
+| [Fine-Tune PaliGemma2 for JSON Data Extraction](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-for-json-data-extraction.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-paligemma-2/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md) [![arXiv](https://img.shields.io/badge/arXiv-2412.03555-b31b1b.svg)](https://arxiv.org/abs/2412.03555)|
 | [Fine-Tune PaliGemma2 for LaTeX OCR](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-latex-ocr-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-latex-ocr-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma2-on-latex-ocr-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-paligemma-2/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md) [![arXiv](https://img.shields.io/badge/arXiv-2412.03555-b31b1b.svg)](https://arxiv.org/abs/2412.03555)|
-| [Fine-Tune Segment Anything 2.1 (SAM-2.1)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/fine-tune-sam-2.1.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/fine-tune-sam-2.1.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/fine-tune-sam-2.1.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-sam-2-1/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=QnCGcFHZy9s) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/sam2) |
-| [Fine-Tune GPT-4o](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/openai-gpt-4o-fine-tuning.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/openai-gpt-4o-fine-tuning.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/openai-gpt-4o-fine-tuning.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/gpt-4o-object-detection/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=6Q6TieCBA4E) |  |
-| [YOLO11 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-object-detection-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov11-how-to-train-custom-data/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=jE_s4tVgPHA) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
-| [YOLO11 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-instance-segmentation-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-instance-segmentation-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-instance-segmentation-on-custom-dataset.ipynb)  |  [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=jE_s4tVgPHA) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
+| [Fine-Tune SAM-2.1](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/fine-tune-sam-2.1.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/fine-tune-sam-2.1.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/fine-tune-sam-2.1.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-sam-2-1/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=QnCGcFHZy9s) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/sam2) |
+| [Fine-Tune GPT-4o on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/openai-gpt-4o-fine-tuning.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/openai-gpt-4o-fine-tuning.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/openai-gpt-4o-fine-tuning.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/gpt-4o-object-detection/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=6Q6TieCBA4E) |  |
+| [Fine-Tune YOLO11 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-object-detection-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov11-how-to-train-custom-data/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=jE_s4tVgPHA) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
+| [Fine-Tune YOLO11 on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-instance-segmentation-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-instance-segmentation-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo11-instance-segmentation-on-custom-dataset.ipynb)  |  [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=jE_s4tVgPHA) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
 | [Segment Images with SAM2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-images-with-sam-2.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/live/Dv003fTyO-Y) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) [![arXiv](https://img.shields.io/badge/arXiv-2408.00714-b31b1b.svg)](https://arxiv.org/abs/2408.00714)|
 | [Segment Videos with SAM2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-videos-with-sam-2.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/live/Dv003fTyO-Y) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) [![arXiv](https://img.shields.io/badge/arXiv-2408.00714-b31b1b.svg)](https://arxiv.org/abs/2408.00714)|
-| [RT-DETR Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-rt-detr-custom-dataset-transformers/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/lyuwenyu/RT-DETR) [![arXiv](https://img.shields.io/badge/arXiv-2304.08069-b31b1b.svg)](https://arxiv.org/abs/2304.08069)|
+| [Fine-Tune RT-DETR on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rt-detr-on-custom-dataset-with-transformers.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-rt-detr-custom-dataset-transformers/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/lyuwenyu/RT-DETR) [![arXiv](https://img.shields.io/badge/arXiv-2304.08069-b31b1b.svg)](https://arxiv.org/abs/2304.08069)|
 | [Fine-Tune Florence-2 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-florence-2-on-detection-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-florence-2-on-detection-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-florence-2-on-detection-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/fine-tune-florence-2-object-detection/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=i3KjYgxNH6w) |  [![arXiv](https://img.shields.io/badge/arXiv-2311.06242-b31b1b.svg)](https://arxiv.org/abs/2311.06242)|
 | [Run Different Vision Tasks with Florence-2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-run-different-vision-tasks-with-florence-2.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-run-different-vision-tasks-with-florence-2.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-run-different-vision-tasks-with-florence-2.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/florence-2/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=hj_ybcRdk5Y) |  [![arXiv](https://img.shields.io/badge/arXiv-2311.06242-b31b1b.svg)](https://arxiv.org/abs/2311.06242)|
 | [Fine-Tune PaliGemma on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma-on-detection-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma-on-detection-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-finetune-paligemma-on-detection-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-fine-tune-paligemma/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=OMBmVInx68M) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md) [![arXiv](https://img.shields.io/badge/arXiv-2407.07726-b31b1b.svg)](https://arxiv.org/abs/2407.07726)|
-| [YOLOv10 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov10-how-to-train/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/THU-MIG/yolov10) [![arXiv](https://img.shields.io/badge/arXiv-2405.14458-b31b1b.svg)](https://arxiv.org/abs/2405.14458)|
+| [Fine-Tune YOLOv10 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov10-object-detection-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov10-how-to-train/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/THU-MIG/yolov10) [![arXiv](https://img.shields.io/badge/arXiv-2405.14458-b31b1b.svg)](https://arxiv.org/abs/2405.14458)|
 | [Zero-Shot Object Detection with YOLO-World](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-yolo-world/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=X7gKBGVz4vs) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/AILab-CVC/YOLO-World) [![arXiv](https://img.shields.io/badge/arXiv-2401.17270-b31b1b.svg)](https://arxiv.org/abs/2401.17270)|
-| [YOLOv9 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov9-model) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/XHT2c8jT3Bc) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov9) [![arXiv](https://img.shields.io/badge/arXiv-2402.13616-b31b1b.svg)](https://arxiv.org/abs/2402.13616)|
-| [RTMDet Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-rtmdet-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/5kgWyo6Sg4E) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/open-mmlab/mmdetection) [![arXiv](https://img.shields.io/badge/arXiv-2212.07784-b31b1b.svg)](https://arxiv.org/abs/2212.07784)|
-| [Fast Segment Anything Model (FastSAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-fastsam) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/yHNPyqazYYU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/CASIA-IVA-Lab/FastSAM) [![arXiv](https://img.shields.io/badge/arXiv-2306.12156-b31b1b.svg)](https://arxiv.org/abs/2306.12156)|
-| [YOLO-NAS Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolo-nas-how-to-train-on-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/V-H3eoPUnA8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md) |
-| [Segment Anything Model (SAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-segment-anything-model-sam) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/D-D6ZmadzPE) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything) [![arXiv](https://img.shields.io/badge/arXiv-2304.02643-b31b1b.svg)](https://arxiv.org/abs/2304.02643)|
+| [Fine-Tune YOLOv9 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov9-model) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/XHT2c8jT3Bc) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov9) [![arXiv](https://img.shields.io/badge/arXiv-2402.13616-b31b1b.svg)](https://arxiv.org/abs/2402.13616)|
+| [Fine-Tune RTMDet on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-rtmdet-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/5kgWyo6Sg4E) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/open-mmlab/mmdetection) [![arXiv](https://img.shields.io/badge/arXiv-2212.07784-b31b1b.svg)](https://arxiv.org/abs/2212.07784)|
+| [Segment Images with FastSAM](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-fastsam) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/yHNPyqazYYU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/CASIA-IVA-Lab/FastSAM) [![arXiv](https://img.shields.io/badge/arXiv-2306.12156-b31b1b.svg)](https://arxiv.org/abs/2306.12156)|
+| [Fine-Tune YOLO-NAS on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolo-nas-how-to-train-on-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/V-H3eoPUnA8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md) |
+| [Segment Images with Segment Anything Model (SAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-segment-anything-model-sam) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/D-D6ZmadzPE) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything) [![arXiv](https://img.shields.io/badge/arXiv-2304.02643-b31b1b.svg)](https://arxiv.org/abs/2304.02643)|
 | [Zero-Shot Object Detection with Grounding DINO](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/grounding-dino-zero-shot-object-detection) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/cMa77r3YrDk) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/IDEA-Research/GroundingDINO) [![arXiv](https://img.shields.io/badge/arXiv-2303.05499-b31b1b.svg)](https://arxiv.org/abs/2303.05499)|
-| [DETR Transformer Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://youtu.be/AM8D4j9KoaU) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/AM8D4j9KoaU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/detr) [![arXiv](https://img.shields.io/badge/arXiv-2005.12872-b31b1b.svg)](https://arxiv.org/abs/2005.12872)|
-| [DINOv2 Image Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-classify-images-with-dinov2/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/dinov2/) [![arXiv](https://img.shields.io/badge/arXiv-2304.07193-b31b1b.svg)](https://arxiv.org/abs/2304.07193)|
-| [YOLOv8 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/wuZtUMEiKWY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
-| [YOLOv8 Pose Estimation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
-| [YOLOv8 Oriented Bounding Boxes](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https:/blog.roboflow.com/train-yolov8-obb-model/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
-| [YOLOv8 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/pFiGSrRtaU4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
-| [YOLOv8 Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
-| [YOLOv7 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=5nsmXLyDaU4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)|
-| [YOLOv7 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vFGxM2KLs10) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)|
-| [YOLOv7 Object Detection OpenVINO + TorchORT](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/accelerate-pytorch-openvino-torch-ort)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)|
-| [MT-YOLOv6 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov6-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=fFCWrMFH2UY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/meituan/YOLOv6) [![arXiv](https://img.shields.io/badge/arXiv-2209.02976-b31b1b.svg)](https://arxiv.org/abs/2209.02976)|
-| [YOLOv5 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/watch?v=x0ThXHbtqCQ) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) |
-| [YOLOv5 Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-classification-custom-data) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=DPjp9Kq4qn8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) |
-| [YOLOv5 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vKzfvtEtiYo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) |
-| [Detection2 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-detectron2) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/e8LPflX0nwQ) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/detectron2) [![arXiv](https://img.shields.io/badge/arXiv-1703.06870v3-b31b1b.svg)](https://arxiv.org/abs/1703.06870v3)|
-| [SegFormer Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-segformer-on-a-custom-dataset-with-pytorch-lightning) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=4HNkBMfw-2o) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/NVlabs/SegFormer) [![arXiv](https://img.shields.io/badge/arXiv-2105.15203v3-b31b1b.svg)](https://arxiv.org/abs/2105.15203v3)|
-| [Vision Transformer Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-vision-transformer) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=8yRE2Pa-8_I) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/lucidrains/vit-pytorch) [![arXiv](https://img.shields.io/badge/arXiv-2010.11929-b31b1b.svg)](https://arxiv.org/abs/2010.11929)|
-| [Scaled-YOLOv4 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-scaled-yolov4) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=rEbpKxZbvIo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/ScaledYOLOv4) [![arXiv](https://img.shields.io/badge/arXiv-2004.10934-b31b1b.svg)](https://arxiv.org/abs/2004.10934)|
-| [YOLOS Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolos-transformer-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=N0V0xxSi6Xc) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/huggingface/transformers) [![arXiv](https://img.shields.io/badge/arXiv-2106.00666-b31b1b.svg)](https://arxiv.org/abs/2106.00666)|
-| [YOLOR Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolor-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=sZ5DiXDOHEM) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/yolor) [![arXiv](https://img.shields.io/badge/arXiv-1506.02640-b31b1b.svg)](https://arxiv.org/abs/1506.02640)|
-| [YOLOX Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolox-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=q3RbFbaQQGw) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/Megvii-BaseDetection/YOLOX) [![arXiv](https://img.shields.io/badge/arXiv-2107.08430-b31b1b.svg)](https://arxiv.org/abs/2107.08430)|
-| [Resnet34 fast.ai Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-a-custom-resnet34-model) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=93kXzUOiYY4) |  |
-| [OpenAI Clip Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-openai-clip) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=8o701AEoZ8I) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/openai/CLIP) [![arXiv](https://img.shields.io/badge/arXiv-2103.00020-b31b1b.svg)](https://arxiv.org/abs/2103.00020)|
-| [YOLOv4-tiny Darknet Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.ai/train-yolov4-tiny-on-custom-data-lighting-fast-detection) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=NTnZgLsk_DA) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/darknet) [![arXiv](https://img.shields.io/badge/arXiv-2011.04244-b31b1b.svg)](https://arxiv.org/abs/2011.04244)|
+| [Fine-Tune DETR Transformer on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://youtu.be/AM8D4j9KoaU) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/AM8D4j9KoaU) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/detr) [![arXiv](https://img.shields.io/badge/arXiv-2005.12872-b31b1b.svg)](https://arxiv.org/abs/2005.12872)|
+| [Classify Images with DINOv2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-classify-images-with-dinov2/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/dinov2/) [![arXiv](https://img.shields.io/badge/arXiv-2304.07193-b31b1b.svg)](https://arxiv.org/abs/2304.07193)|
+| [Fine-Tune YOLOv8 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/wuZtUMEiKWY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
+| [Fine-Tune YOLOv8 on Pose Estimation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
+| [Fine-Tune YOLOv8 on Oriented Bounding Boxes (OBB) Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https:/blog.roboflow.com/train-yolov8-obb-model/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
+| [Fine-Tune YOLOv8 on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/pFiGSrRtaU4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
+| [Fine-Tune YOLOv8 on Classification Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
+| [Fine-Tune YOLOv7 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=5nsmXLyDaU4) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)|
+| [Fine-Tune YOLOv7 on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vFGxM2KLs10) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)|
+| [Fine-Tune MT-YOLOv6 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov6-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=fFCWrMFH2UY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/meituan/YOLOv6) [![arXiv](https://img.shields.io/badge/arXiv-2209.02976-b31b1b.svg)](https://arxiv.org/abs/2209.02976)|
+| [Fine-Tune YOLOv5 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/watch?v=x0ThXHbtqCQ) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) |
+| [Fine-Tune YOLOv5 on Classification Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-classification-custom-data) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=DPjp9Kq4qn8) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) |
+| [Fine-Tune YOLOv5 on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=vKzfvtEtiYo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/yolov5) |
+| [Fine-Tune Faster RCNN on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-detectron2) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/e8LPflX0nwQ) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/detectron2) [![arXiv](https://img.shields.io/badge/arXiv-1703.06870v3-b31b1b.svg)](https://arxiv.org/abs/1703.06870v3)|
+| [Fine-Tune SegFormer on Instance Segmentation Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-segformer-on-a-custom-dataset-with-pytorch-lightning) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=4HNkBMfw-2o) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/NVlabs/SegFormer) [![arXiv](https://img.shields.io/badge/arXiv-2105.15203v3-b31b1b.svg)](https://arxiv.org/abs/2105.15203v3)|
+| [Fine-Tune ViT on Classification Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-vision-transformer) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=8yRE2Pa-8_I) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/lucidrains/vit-pytorch) [![arXiv](https://img.shields.io/badge/arXiv-2010.11929-b31b1b.svg)](https://arxiv.org/abs/2010.11929)|
+| [Fine-Tune Scaled-YOLOv4 on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-scaled-yolov4) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=rEbpKxZbvIo) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/WongKinYiu/ScaledYOLOv4) [![arXiv](https://img.shields.io/badge/arXiv-2004.10934-b31b1b.svg)](https://arxiv.org/abs/2004.10934)|
+| [Fine-Tune YOLOS on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolos-transformer-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=N0V0xxSi6Xc) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/huggingface/transformers) [![arXiv](https://img.shields.io/badge/arXiv-2106.00666-b31b1b.svg)](https://arxiv.org/abs/2106.00666)|
+| [Fine-Tune YOLOR on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-yolor-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=sZ5DiXDOHEM) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/yolor) [![arXiv](https://img.shields.io/badge/arXiv-1506.02640-b31b1b.svg)](https://arxiv.org/abs/1506.02640)|
+| [Fine-Tune YOLOX on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-yolox-on-a-custom-dataset) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=q3RbFbaQQGw) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/Megvii-BaseDetection/YOLOX) [![arXiv](https://img.shields.io/badge/arXiv-2107.08430-b31b1b.svg)](https://arxiv.org/abs/2107.08430)|
+| [Fine-Tune ResNet34 on Classification Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-train-a-custom-resnet34-model) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=93kXzUOiYY4) |  |
+| [Image Classification with OpenAI Clip](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-use-openai-clip) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=8o701AEoZ8I) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/openai/CLIP) [![arXiv](https://img.shields.io/badge/arXiv-2103.00020-b31b1b.svg)](https://arxiv.org/abs/2103.00020)|
+| [Fine-Tune YOLOv4-tiny Darknet on Object Detection Dataset](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.ai/train-yolov4-tiny-on-custom-data-lighting-fast-detection) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://www.youtube.com/watch?v=NTnZgLsk_DA) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/darknet) [![arXiv](https://img.shields.io/badge/arXiv-2011.04244-b31b1b.svg)](https://arxiv.org/abs/2011.04244)|
 | [Train a YOLOv8 Classification Model with No Labeling](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/train-classification-model-no-labeling/)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ultralytics/ultralytics) |
-## 📸 computer vision skills (20 notebooks)
+## 📸 computer vision skills (21 notebooks)
 | **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** |
 |:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:|
 | [Football AI](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/football-ai.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/football-ai.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/football-ai.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/camera-calibration-sports-computer-vision/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/aBVGKoNZQUw) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/sports) |
-| [Automated Dataset Annotation with GroundedSAM 2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) |
-| [How to Estimate Vehicle Speed](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/estimate-speed-computer-vision/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/uWP6UjDeZvY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation) |
+| [Auto-Annotate Dataset with GroundedSAM 2](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/grounded-sam-2-auto-label.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/what-is-segment-anything-2)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/facebookresearch/segment-anything-2) |
+| [Run YOLOv7 Object Detection with OpenVINO + TorchORT](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/accelerate-pytorch-openvino-torch-ort)  | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow-ai/yolov7) [![arXiv](https://img.shields.io/badge/arXiv-2207.02696-b31b1b.svg)](https://arxiv.org/abs/2207.02696)|
+| [Estimate Vehicle Speed with YOLOv8](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/estimate-speed-computer-vision/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/uWP6UjDeZvY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation) |
 | [Detect and Count Objects in Polygon Zone with YOLOv5 / YOLOv8 / Detectron2 + Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/how-to-count-objects-in-a-zone) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/l_kf9CfZ_8M) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision) |
 | [Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov8-tracking-and-counting/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/OS5qI9YBkfk) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)|
 | [Football Players Tracking with YOLOv5 + ByteTRACK](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/track-football-players) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/QCG8QMhga9k) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ifzhang/ByteTrack) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)|
diff --git a/automation/notebooks-table-data.csv b/automation/notebooks-table-data.csv
index d592a08..2629b50 100644
--- a/automation/notebooks-table-data.csv
+++ b/automation/notebooks-table-data.csv
@@ -1,53 +1,53 @@
 display_name, notebook_name, roboflow_blogpost_path, youtube_video_path, github_repository_path, arxiv_index, should_open_in_sagemaker_labs, readme_section
-Fine-Tune Qwen2.5-VL for JSON data extraction, how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb, , , https://github.com/QwenLM/Qwen2.5-VL, , False, models
+Fine-Tune Qwen2.5-VL for JSON Data Extraction, how-to-finetune-qwen2-5-vl-for-json-data-extraction.ipynb, , , https://github.com/QwenLM/Qwen2.5-VL, , False, models
 Fine-Tune PaliGemma2 on Object Detection Dataset, how-to-finetune-paligemma2-on-detection-dataset.ipynb, https://blog.roboflow.com/fine-tune-paligemma-2/, , https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md, 2412.03555, False, models
-Fine-Tune PaliGemma2 for JSON data extraction, how-to-finetune-paligemma2-for-json-data-extraction.ipynb, https://blog.roboflow.com/fine-tune-paligemma-2/, , https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md, 2412.03555, False, models
+Fine-Tune PaliGemma2 for JSON Data Extraction, how-to-finetune-paligemma2-for-json-data-extraction.ipynb, https://blog.roboflow.com/fine-tune-paligemma-2/, , https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md, 2412.03555, False, models
 Fine-Tune PaliGemma2 for LaTeX OCR, how-to-finetune-paligemma2-on-latex-ocr-dataset.ipynb, https://blog.roboflow.com/fine-tune-paligemma-2/, , https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md, 2412.03555, False, models
-Fine-Tune Segment Anything 2.1 (SAM-2.1), fine-tune-sam-2.1.ipynb, https://blog.roboflow.com/fine-tune-sam-2-1/, https://www.youtube.com/watch?v=QnCGcFHZy9s, https://github.com/facebookresearch/sam2, , False, models
-Fine-Tune GPT-4o, openai-gpt-4o-fine-tuning.ipynb, https://blog.roboflow.com/gpt-4o-object-detection/, https://www.youtube.com/watch?v=6Q6TieCBA4E, , , False, models
-YOLO11 Object Detection, train-yolo11-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/yolov11-how-to-train-custom-data/, https://www.youtube.com/watch?v=jE_s4tVgPHA, https://github.com/ultralytics/ultralytics, , False, models
-YOLO11 Instance Segmentation, train-yolo11-instance-segmentation-on-custom-dataset.ipynb, , https://www.youtube.com/watch?v=jE_s4tVgPHA, https://github.com/ultralytics/ultralytics, , False, models
+Fine-Tune SAM-2.1, fine-tune-sam-2.1.ipynb, https://blog.roboflow.com/fine-tune-sam-2-1/, https://www.youtube.com/watch?v=QnCGcFHZy9s, https://github.com/facebookresearch/sam2, , False, models
+Fine-Tune GPT-4o on Object Detection Dataset, openai-gpt-4o-fine-tuning.ipynb, https://blog.roboflow.com/gpt-4o-object-detection/, https://www.youtube.com/watch?v=6Q6TieCBA4E, , , False, models
+Fine-Tune YOLO11 on Object Detection Dataset, train-yolo11-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/yolov11-how-to-train-custom-data/, https://www.youtube.com/watch?v=jE_s4tVgPHA, https://github.com/ultralytics/ultralytics, , False, models
+Fine-Tune YOLO11 on Instance Segmentation Dataset, train-yolo11-instance-segmentation-on-custom-dataset.ipynb, , https://www.youtube.com/watch?v=jE_s4tVgPHA, https://github.com/ultralytics/ultralytics, , False, models
 Football AI, football-ai.ipynb, https://blog.roboflow.com/camera-calibration-sports-computer-vision/, https://youtu.be/aBVGKoNZQUw, https://github.com/roboflow/sports, , False, skills
-Automated Dataset Annotation with GroundedSAM 2, grounded-sam-2-auto-label.ipynb, https://blog.roboflow.com/what-is-segment-anything-2, , https://github.com/facebookresearch/segment-anything-2, , False, skills
+Auto-Annotate Dataset with GroundedSAM 2, grounded-sam-2-auto-label.ipynb, https://blog.roboflow.com/what-is-segment-anything-2, , https://github.com/facebookresearch/segment-anything-2, , False, skills
 Segment Images with SAM2,how-to-segment-images-with-sam-2.ipynb, https://blog.roboflow.com/what-is-segment-anything-2/, https://www.youtube.com/live/Dv003fTyO-Y, https://github.com/facebookresearch/segment-anything-2, 2408.00714, False, models
 Segment Videos with SAM2,how-to-segment-videos-with-sam-2.ipynb, https://blog.roboflow.com/what-is-segment-anything-2/, https://www.youtube.com/live/Dv003fTyO-Y, https://github.com/facebookresearch/segment-anything-2, 2408.00714, False, models
-RT-DETR Object Detection, train-rt-detr-on-custom-dataset-with-transformers.ipynb, https://blog.roboflow.com/train-rt-detr-custom-dataset-transformers/, , https://github.com/lyuwenyu/RT-DETR, 2304.08069, False, models
+Fine-Tune RT-DETR on Object Detection Dataset, train-rt-detr-on-custom-dataset-with-transformers.ipynb, https://blog.roboflow.com/train-rt-detr-custom-dataset-transformers/, , https://github.com/lyuwenyu/RT-DETR, 2304.08069, False, models
 Fine-Tune Florence-2 on Object Detection Dataset, how-to-finetune-florence-2-on-detection-dataset.ipynb, https://blog.roboflow.com/fine-tune-florence-2-object-detection/, https://www.youtube.com/watch?v=i3KjYgxNH6w, , 2311.06242, False, models
 Run Different Vision Tasks with Florence-2, how-to-run-different-vision-tasks-with-florence-2.ipynb, https://blog.roboflow.com/florence-2/, https://www.youtube.com/watch?v=hj_ybcRdk5Y, , 2311.06242, False, models
 Fine-Tune PaliGemma on Object Detection Dataset, how-to-finetune-paligemma-on-detection-dataset.ipynb, https://blog.roboflow.com/how-to-fine-tune-paligemma/, https://www.youtube.com/watch?v=OMBmVInx68M, https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/README.md, 2407.07726, False, models
-YOLOv10 Object Detection, train-yolov10-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/yolov10-how-to-train/, , https://github.com/THU-MIG/yolov10, 2405.14458, False, models
+Fine-Tune YOLOv10 on Object Detection Dataset, train-yolov10-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/yolov10-how-to-train/, , https://github.com/THU-MIG/yolov10, 2405.14458, False, models
 Zero-Shot Object Detection with YOLO-World, zero-shot-object-detection-with-yolo-world.ipynb, https://blog.roboflow.com/what-is-yolo-world/, https://www.youtube.com/watch?v=X7gKBGVz4vs, https://github.com/AILab-CVC/YOLO-World, 2401.17270, False, models
-YOLOv9 Object Detection, train-yolov9-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/train-yolov9-model, https://youtu.be/XHT2c8jT3Bc, https://github.com/WongKinYiu/yolov9, 2402.13616, False, models
-RTMDet Object Detection, train-rtmdet-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-rtmdet-on-a-custom-dataset, https://youtu.be/5kgWyo6Sg4E, https://github.com/open-mmlab/mmdetection, 2212.07784, False, models
-Fast Segment Anything Model (FastSAM), how-to-segment-anything-with-fast-sam.ipynb, https://blog.roboflow.com/how-to-use-fastsam, https://youtu.be/yHNPyqazYYU, https://github.com/CASIA-IVA-Lab/FastSAM, 2306.12156, False, models
-YOLO-NAS Object Detection, train-yolo-nas-on-custom-dataset.ipynb, https://blog.roboflow.com/yolo-nas-how-to-train-on-custom-dataset, https://youtu.be/V-H3eoPUnA8, https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md, , False, models
-Segment Anything Model (SAM), how-to-segment-anything-with-sam.ipynb, https://blog.roboflow.com/how-to-use-segment-anything-model-sam, https://youtu.be/D-D6ZmadzPE, https://github.com/facebookresearch/segment-anything, 2304.02643, False, models
+Fine-Tune YOLOv9 on Object Detection Dataset, train-yolov9-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/train-yolov9-model, https://youtu.be/XHT2c8jT3Bc, https://github.com/WongKinYiu/yolov9, 2402.13616, False, models
+Fine-Tune RTMDet on Object Detection Dataset, train-rtmdet-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-rtmdet-on-a-custom-dataset, https://youtu.be/5kgWyo6Sg4E, https://github.com/open-mmlab/mmdetection, 2212.07784, False, models
+Segment Images with FastSAM, how-to-segment-anything-with-fast-sam.ipynb, https://blog.roboflow.com/how-to-use-fastsam, https://youtu.be/yHNPyqazYYU, https://github.com/CASIA-IVA-Lab/FastSAM, 2306.12156, False, models
+Fine-Tune YOLO-NAS on Object Detection Dataset, train-yolo-nas-on-custom-dataset.ipynb, https://blog.roboflow.com/yolo-nas-how-to-train-on-custom-dataset, https://youtu.be/V-H3eoPUnA8, https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md, , False, models
+Segment Images with Segment Anything Model (SAM), how-to-segment-anything-with-sam.ipynb, https://blog.roboflow.com/how-to-use-segment-anything-model-sam, https://youtu.be/D-D6ZmadzPE, https://github.com/facebookresearch/segment-anything, 2304.02643, False, models
 Zero-Shot Object Detection with Grounding DINO, zero-shot-object-detection-with-grounding-dino.ipynb, https://blog.roboflow.com/grounding-dino-zero-shot-object-detection, https://youtu.be/cMa77r3YrDk, https://github.com/IDEA-Research/GroundingDINO, 2303.05499, False, models
-DETR Transformer Object Detection, train-huggingface-detr-on-custom-dataset.ipynb, https://youtu.be/AM8D4j9KoaU, https://youtu.be/AM8D4j9KoaU, https://github.com/facebookresearch/detr, 2005.12872, False, models
-DINOv2 Image Classification, dinov2-classification.ipynb, https://blog.roboflow.com/how-to-classify-images-with-dinov2/, , https://github.com/facebookresearch/dinov2/ , 2304.07193,  False, models
-YOLOv8 Object Detection, train-yolov8-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset, https://youtu.be/wuZtUMEiKWY, https://github.com/ultralytics/ultralytics, , False, models
-YOLOv8 Pose Estimation, train-yolov8-keypoint.ipynb, https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/, , https://github.com/ultralytics/ultralytics, , False, models
-YOLOv8 Oriented Bounding Boxes, train-yolov8-obb.ipynb, https:/blog.roboflow.com/train-yolov8-obb-model/, , https://github.com/ultralytics/ultralytics, , False, models
-YOLOv8 Instance Segmentation, train-yolov8-instance-segmentation-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/, https://youtu.be/pFiGSrRtaU4, https://github.com/ultralytics/ultralytics, , False, models
-YOLOv8 Classification, train-yolov8-classification-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/, , https://github.com/ultralytics/ultralytics, , False, models
-YOLOv7 Object Detection, train-yolov7-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial, https://www.youtube.com/watch?v=5nsmXLyDaU4, https://github.com/WongKinYiu/yolov7, 2207.02696, False, models
-YOLOv7 Instance Segmentation, train-yolov7-instance-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data, https://www.youtube.com/watch?v=vFGxM2KLs10, https://github.com/WongKinYiu/yolov7, 2207.02696, False, models
-YOLOv7 Object Detection OpenVINO + TorchORT, train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb, https://blog.roboflow.com/accelerate-pytorch-openvino-torch-ort, ,https://github.com/roboflow-ai/yolov7, 2207.02696, False, models
-MT-YOLOv6 Object Detection, train-yolov6-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-yolov6-on-a-custom-dataset, https://www.youtube.com/watch?v=fFCWrMFH2UY, https://github.com/meituan/YOLOv6, 2209.02976, False, models
-YOLOv5 Object Detection, train-yolov5-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset, https://youtu.be/watch?v=x0ThXHbtqCQ, https://github.com/ultralytics/yolov5, , False, models
-YOLOv5 Classification, train-yolov5-classification-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov5-classification-custom-data, https://www.youtube.com/watch?v=DPjp9Kq4qn8, https://github.com/ultralytics/yolov5, , False, models
-YOLOv5 Instance Segmentation, train-yolov5-instance-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset, https://www.youtube.com/watch?v=vKzfvtEtiYo, https://github.com/ultralytics/yolov5, , False, models
-Detection2 Instance Segmentation, train-detectron2-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-detectron2, https://youtu.be/e8LPflX0nwQ, https://github.com/facebookresearch/detectron2, 1703.06870v3, False, models
-SegFormer Instance Segmentation, train-segformer-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-segformer-on-a-custom-dataset-with-pytorch-lightning, https://www.youtube.com/watch?v=4HNkBMfw-2o, https://github.com/NVlabs/SegFormer, 2105.15203v3, False, models
-Vision Transformer Classification, train-vision-transformer-classification-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-vision-transformer, https://www.youtube.com/watch?v=8yRE2Pa-8_I,https://github.com/lucidrains/vit-pytorch, 2010.11929, False, models
-Scaled-YOLOv4 Object Detection, train-scaled-yolov4-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-scaled-yolov4, https://www.youtube.com/watch?v=rEbpKxZbvIo, https://github.com/WongKinYiu/ScaledYOLOv4, 2004.10934, False, models
-YOLOS Object Detection, train-yolos-huggingface-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/train-yolos-transformer-custom-dataset, https://www.youtube.com/watch?v=N0V0xxSi6Xc, https://github.com/huggingface/transformers, 2106.00666, False, models
-YOLOR Object Detection, train-yolor-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/train-yolor-on-a-custom-dataset, https://www.youtube.com/watch?v=sZ5DiXDOHEM, https://github.com/roboflow-ai/yolor, 1506.02640, False, models
-YOLOX Object Detection, train-yolox-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-yolox-on-a-custom-dataset, https://www.youtube.com/watch?v=q3RbFbaQQGw, https://github.com/Megvii-BaseDetection/YOLOX, 2107.08430, False, models
-Resnet34 fast.ai Classification, train-resnet34-classification.ipynb, https://blog.roboflow.com/how-to-train-a-custom-resnet34-model, https://www.youtube.com/watch?v=93kXzUOiYY4,, , False, models
-OpenAI Clip Classification, how-to-use-openai-clip-classification.ipynb, https://blog.roboflow.com/how-to-use-openai-clip, https://www.youtube.com/watch?v=8o701AEoZ8I, https://github.com/openai/CLIP, 2103.00020, False, models
-YOLOv4-tiny Darknet Object Detection, train-yolov4-tiny-object-detection-on-custom-data.ipynb, https://blog.roboflow.ai/train-yolov4-tiny-on-custom-data-lighting-fast-detection, https://www.youtube.com/watch?v=NTnZgLsk_DA, https://github.com/roboflow-ai/darknet, 2011.04244, False, models
-How to Estimate Vehicle Speed, how-to-estimate-vehicle-speed-with-computer-vision.ipynb, https://blog.roboflow.com/estimate-speed-computer-vision/, https://youtu.be/uWP6UjDeZvY, https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation, , False, skills
+Fine-Tune DETR Transformer on Object Detection Dataset, train-huggingface-detr-on-custom-dataset.ipynb, https://youtu.be/AM8D4j9KoaU, https://youtu.be/AM8D4j9KoaU, https://github.com/facebookresearch/detr, 2005.12872, False, models
+Classify Images with DINOv2, dinov2-classification.ipynb, https://blog.roboflow.com/how-to-classify-images-with-dinov2/, , https://github.com/facebookresearch/dinov2/ , 2304.07193,  False, models
+Fine-Tune YOLOv8 on Object Detection Dataset, train-yolov8-object-detection-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset, https://youtu.be/wuZtUMEiKWY, https://github.com/ultralytics/ultralytics, , False, models
+Fine-Tune YOLOv8 on Pose Estimation Dataset, train-yolov8-keypoint.ipynb, https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/, , https://github.com/ultralytics/ultralytics, , False, models
+Fine-Tune YOLOv8 on Oriented Bounding Boxes (OBB) Dataset, train-yolov8-obb.ipynb, https:/blog.roboflow.com/train-yolov8-obb-model/, , https://github.com/ultralytics/ultralytics, , False, models
+Fine-Tune YOLOv8 on Instance Segmentation Dataset, train-yolov8-instance-segmentation-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/, https://youtu.be/pFiGSrRtaU4, https://github.com/ultralytics/ultralytics, , False, models
+Fine-Tune YOLOv8 on Classification Dataset, train-yolov8-classification-on-custom-dataset.ipynb, https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/, , https://github.com/ultralytics/ultralytics, , False, models
+Fine-Tune YOLOv7 on Object Detection Dataset, train-yolov7-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial, https://www.youtube.com/watch?v=5nsmXLyDaU4, https://github.com/WongKinYiu/yolov7, 2207.02696, False, models
+Fine-Tune YOLOv7 on Instance Segmentation Dataset, train-yolov7-instance-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data, https://www.youtube.com/watch?v=vFGxM2KLs10, https://github.com/WongKinYiu/yolov7, 2207.02696, False, models
+Run YOLOv7 Object Detection with OpenVINO + TorchORT, train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb, https://blog.roboflow.com/accelerate-pytorch-openvino-torch-ort, ,https://github.com/roboflow-ai/yolov7, 2207.02696, False, skills
+Fine-Tune MT-YOLOv6 on Object Detection Dataset, train-yolov6-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-yolov6-on-a-custom-dataset, https://www.youtube.com/watch?v=fFCWrMFH2UY, https://github.com/meituan/YOLOv6, 2209.02976, False, models
+Fine-Tune YOLOv5 on Object Detection Dataset, train-yolov5-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset, https://youtu.be/watch?v=x0ThXHbtqCQ, https://github.com/ultralytics/yolov5, , False, models
+Fine-Tune YOLOv5 on Classification Dataset, train-yolov5-classification-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov5-classification-custom-data, https://www.youtube.com/watch?v=DPjp9Kq4qn8, https://github.com/ultralytics/yolov5, , False, models
+Fine-Tune YOLOv5 on Instance Segmentation Dataset, train-yolov5-instance-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset, https://www.youtube.com/watch?v=vKzfvtEtiYo, https://github.com/ultralytics/yolov5, , False, models
+Fine-Tune Faster RCNN on Instance Segmentation Dataset, train-detectron2-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-detectron2, https://youtu.be/e8LPflX0nwQ, https://github.com/facebookresearch/detectron2, 1703.06870v3, False, models
+Fine-Tune SegFormer on Instance Segmentation Dataset, train-segformer-segmentation-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-segformer-on-a-custom-dataset-with-pytorch-lightning, https://www.youtube.com/watch?v=4HNkBMfw-2o, https://github.com/NVlabs/SegFormer, 2105.15203v3, False, models
+Fine-Tune ViT on Classification Dataset, train-vision-transformer-classification-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-vision-transformer, https://www.youtube.com/watch?v=8yRE2Pa-8_I,https://github.com/lucidrains/vit-pytorch, 2010.11929, False, models
+Fine-Tune Scaled-YOLOv4 on Object Detection Dataset, train-scaled-yolov4-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-scaled-yolov4, https://www.youtube.com/watch?v=rEbpKxZbvIo, https://github.com/WongKinYiu/ScaledYOLOv4, 2004.10934, False, models
+Fine-Tune YOLOS on Object Detection Dataset, train-yolos-huggingface-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/train-yolos-transformer-custom-dataset, https://www.youtube.com/watch?v=N0V0xxSi6Xc, https://github.com/huggingface/transformers, 2106.00666, False, models
+Fine-Tune YOLOR on Object Detection Dataset, train-yolor-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/train-yolor-on-a-custom-dataset, https://www.youtube.com/watch?v=sZ5DiXDOHEM, https://github.com/roboflow-ai/yolor, 1506.02640, False, models
+Fine-Tune YOLOX on Object Detection Dataset, train-yolox-object-detection-on-custom-data.ipynb, https://blog.roboflow.com/how-to-train-yolox-on-a-custom-dataset, https://www.youtube.com/watch?v=q3RbFbaQQGw, https://github.com/Megvii-BaseDetection/YOLOX, 2107.08430, False, models
+Fine-Tune ResNet34 on Classification Dataset, train-resnet34-classification.ipynb, https://blog.roboflow.com/how-to-train-a-custom-resnet34-model, https://www.youtube.com/watch?v=93kXzUOiYY4,, , False, models
+Image Classification with OpenAI Clip, how-to-use-openai-clip-classification.ipynb, https://blog.roboflow.com/how-to-use-openai-clip, https://www.youtube.com/watch?v=8o701AEoZ8I, https://github.com/openai/CLIP, 2103.00020, False, models
+Fine-Tune YOLOv4-tiny Darknet on Object Detection Dataset, train-yolov4-tiny-object-detection-on-custom-data.ipynb, https://blog.roboflow.ai/train-yolov4-tiny-on-custom-data-lighting-fast-detection, https://www.youtube.com/watch?v=NTnZgLsk_DA, https://github.com/roboflow-ai/darknet, 2011.04244, False, models
+Estimate Vehicle Speed with YOLOv8, how-to-estimate-vehicle-speed-with-computer-vision.ipynb, https://blog.roboflow.com/estimate-speed-computer-vision/, https://youtu.be/uWP6UjDeZvY, https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation, , False, skills
 Detect and Count Objects in Polygon Zone with YOLOv5 / YOLOv8 / Detectron2 + Supervision, how-to-detect-and-count-objects-in-polygon-zone.ipynb, https://blog.roboflow.com/how-to-count-objects-in-a-zone, https://youtu.be/l_kf9CfZ_8M, https://github.com/roboflow/supervision, , False, skills
 Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision, how-to-track-and-count-vehicles-with-yolov8.ipynb, https://blog.roboflow.com/yolov8-tracking-and-counting/, https://youtu.be/OS5qI9YBkfk, https://github.com/roboflow/supervision, 2110.06864, False, skills
 Football Players Tracking with YOLOv5 + ByteTRACK, how-to-track-football-players.ipynb, https://blog.roboflow.com/track-football-players, https://youtu.be/QCG8QMhga9k, https://github.com/ifzhang/ByteTrack, 2110.06864, False, skills