Merge branch 'master' into doc/studio-rec

Author: Borda

README.md

@@ -210,6 +210,7 @@ Explore various types of training possible with PyTorch Lightning. Pretrain and
 | [LLM finetuning](https://lightning.ai/lightning-ai/studios/finetune-an-llm-with-pytorch-lightning)          | Finetune - LLM (Meta Llama 3.1 8B)                | <a target="_blank" href="https://lightning.ai/lightning-ai/studios/finetune-an-llm-with-pytorch-lightning"><img src="https://pl-bolts-doc-images.s3.us-east-2.amazonaws.com/app-2/studio-badge.svg" alt="Open In Studio"/></a> | 
 | [Image generation](https://lightning.ai/lightning-ai/studios/train-a-diffusion-model-with-pytorch-lightning)          | Pretrain - Image generator (diffusion model)                | <a target="_blank" href="https://lightning.ai/lightning-ai/studios/train-a-diffusion-model-with-pytorch-lightning"><img src="https://pl-bolts-doc-images.s3.us-east-2.amazonaws.com/app-2/studio-badge.svg" alt="Open In Studio"/></a> | 
 | [Recommendation system](https://lightning.ai/lightning-ai/studios/recommendation-system-with-pytorch-lightning)  | Train - recommendation system (factorization and embedding)    | <a target="_blank" href="https://lightning.ai/lightning-ai/studios/recommendation-system-with-pytorch-lightning"><img src="https://pl-bolts-doc-images.s3.us-east-2.amazonaws.com/app-2/studio-badge.svg" alt="Open In Studio"/></a> | 
+| [Time-series forecasting](https://lightning.ai/lightning-ai/studios/time-series-forecasting-with-pytorch-lightning) | Train - Time-series forecasting with LSTM               | <a target="_blank" href="https://lightning.ai/lightning-ai/studios/time-series-forecasting-with-pytorch-lightning"><img src="https://pl-bolts-doc-images.s3.us-east-2.amazonaws.com/app-2/studio-badge.svg" alt="Open In Studio"/></a> | 
 
 ______________________________________________________________________