Machine Learning

ML in Computational

• Machine learning in Computational fluid mechanics   Notebook, Github
• Deep Learning in Computational Mechanics   pdf
• Deep Learning for Particle Physicists   Notebook
• Deep Learning for Molecules and Materials   Notebook

Must Read

• Machine Learning Glossary -   html
• Hands-on Graph Neural Networks with PyG -   Notebook

ML Basic

• PyTorch for Deep Learning - D.Bourke   Notebook
• Tensorflow for Deep Learning - D.Bourke   Notebook
• Zero to Mastery Machine Learning - D.Bourke   Repo

• Learn Transformers - D.Bourke   Repo

• Natural Language Processing - HuggingFace html

• Physics-based Deep Learning - N. Thuerey   pdf, Notebook

• An Introduction to Machine Learning -   pdf
• Introduction to Machine Learning with Python -   pdf
• Thoughtful Machine Learning with Python -   pdf
• Practical Python AI Projects -   pdf
• Fundamentals of Deep Learning -   pdf
• Deep Learning -   pdf
• Hands-On Machine Learning with Scikit-Learn and TensorFlow|| Notebook|
• NoteBooks-Statistics-and-MachineLearning -   Notebook|
• Introduction to machine learning with Jupyter notebooks|| Notebook|

Natural Language Processing (NPL)

• A Complete LangChain Guide - Nanonets   html