sdAIgen

《动手学深度学习》：面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。

Python Data Science Handbook: full text in Jupyter Notebooks

Build and share delightful machine learning apps, all in Python. ? Star to support our work!

Build your personal knowledge base with Trilium Notes

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

The fastai deep learning library

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 instead.

? Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained