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mkdocs.yml
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site_name: Machine Learning Studies - Jerome Boyer
repo_url: https://github.com/jbcodeforce/ML-studies
site_url: https://jeromeboyer.net/ML-studies
copyright: Copyright © 2018 - 2024 Jerome Boyer
nav:
- About:
- Introduction: index.md
- Concepts:
- Core concepts: concepts/index.md
- Math summary: concepts/maths.md
- Data scientist skill: concepts/skill.md
- Architecture:
- Solution Design: architecture/sol-design.md
- Data management:
- Introduction: data/index.md
- Feature Engineering: data/features.md
#- Methodology: methodology/index.md
- Machine Learning:
- Introduction: ml/index.md
- Classifier: ml/classifier.md
- Unsupervised Learning: ml/unsupervised.md
- Anomaly detection: anomaly.md
- Deep Learning:
- Introduction: ml/deep-learning.md
- NLP: ml/nlp.md
- Distributed Data Parallel: coding/ddp.md
- Hybrid AI: neuro-symbolic/index.md
- Generative AI:
- Introduction: genAI/index.md
- Skill set: genAI/review.md
- Prompt Engineering: genAI/prompt-eng.md
- Solution Design: architecture/sol-design.md
- RAG: genAI/rag.md
- Agents: genAI/agentic.md
- Anthropic: genAI/anthropic.md
- OpenAI: genAI/openai.md
- Mistral: genAI/mistral.md
- Cohere: genAI/cohere.md
- WatsonX.ai: techno/watsonx.md
- Techno:
- Airflow: techno/airflow.md
- Feature Store: techno/feature_store.md/
- Kaggle: kaggle.md
- OpenSearch: techno/opensearch.md
- Python studies: https://jbcodeforce.github.io/python-code/
- SageMaker: https://jbcodeforce.github.io/yarfba/ai-ml/sagemaker
- Spark studies: https://jbcodeforce.github.io/spark-studies/
- UI:
- Gradio: techno/gradio/index.md
- Streamlit: techno/streamlit.md
- TaiPy: techno/taipy/index.md
- NiceGUI: techno/nicegui.md
- GCP: techno/gcp/index.md
- WatsonX: techno/watsonx.md
- Coding:
- Coding getting started: coding/index.md
- Data Visualization: coding/visualization.md
- Haystack.ai: coding/haystack.md
- LangChain: coding/langchain.md
- LangGraph: coding/langgraph.md
- LlamaIndex: coding/llama-index.md
- Pandas: coding/pandas.md
- PyTorch: coding/pytorch.md
- Scikit-learn: coding/sklearn.md
- Solutions:
- Introduction: solutions/index.md
- Key AI startups: techno/players_to_look.md
- Home: https://jbcodeforce.github.io
theme:
name: material
logo: assets/logo.drawio.png
favicon: assets/logo.drawio.png
palette:
scheme: default
language: en
features:
- content.code.annotate
- content.code.copy
- content.tooltips
- content.code.copy
- search.highlight
- navigation.instant
- navigation.instant.progress
- navigation.tabs
- navigation.tabs.sticky
- navigation.instant
- navigation.tracking
# - navigation.sections
#- navigation.expand
- navigation.top
- navigation.footer
extra_css: ["extra.css"]
plugins:
- search:
lang: en
- minify:
minify_html: true
#- mermaid2
#- bibtex:
# bib_file: "docs/refs.bib"
markdown_extensions:
- abbr
- attr_list
- md_in_html
- admonition
- codehilite
- footnotes
- tables
- pymdownx.smartsymbols
- pymdownx.superfences:
custom_fences:
- name: mermaid
class: mermaid
format: !!python/name:mermaid2.fence_mermaid_custom
- toc:
permalink: true
toc_depth: 3
- pymdownx.tabbed
- pymdownx.highlight
- pymdownx.inlinehilite
- pymdownx.snippets
- pymdownx.details
- pymdownx.tasklist:
custom_checkbox: true
- pymdownx.emoji:
emoji_index: !!python/name:material.extensions.emoji.twemoji
emoji_generator: !!python/name:material.extensions.emoji.to_svg
extra:
social:
- icon: fontawesome/brands/github
link: 'https://github.com/jbcodeforce'
- icon: fontawesome/brands/linkedin
link: 'https://linkedin.com/in/jeromeboyer'
- icon: fontawesome/solid/paper-plane
mailto: jerome@intelligent-automations.com