Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
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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 ;)
- bayesian-methods
- pymc
- mathematical-analysis
- jupyter-notebook
Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.
📚 Russian translation of "You Don't Know JS" book series
- javascript
- book
- translation
TranslatedPython for "Deep Learning": mathematical derivations, principle analysis, and source-code-level implementations for the book "深度学习" (Deep Learning, known as the "Flower Book")
- python
- deep-learning
- machine-learning
- xgboost
It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.
Современный учебник JavaScript
- javascript
- tutorial
- russian
Book_7_《机器学习》 | 鸢尾花书：从加减乘除到机器学习；欢迎批评指正
Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop
- machine-learning
- prml
- bayesian-statistics
- python
.NET Platform Architecture book (English, Chinese, Russian)
- book
- clr
- coreclr
- dotnet
Example code from the book
PyMC educational resources
- bayesian-inference
- bayesian-statistics
- data-science
- data-analysis
Text and code for the second edition of Think Bayes, by Allen Downey.
- jupyter
- python
- bayes
- bayesian-statistics