deepak-k-zefr/Python_notebooks

A collection of AI related notebooks

Python notebooks(with a focus on AI)

• StatLearning: Statistical Learning - Chapters 2-10 of the course by Trevor Hastie and Rob Tibshirani.

Algorithms

• interactive-coding-challenges
• Udemy Course: Python for Algorithms, Data Structures, and Interviews!
• Algorithms practise questions/solutions in Python- codekatas
• Python and Algorithms and Data Structures
• "Algorithms" (A library of algorithms and data structures implemented in Python.
• Top 10 algorithms in Interview Questions- A good resource

NUMPY

• 100 numpy exercises
• From Python to Numpy

OOP

• Python OOP Links from Reddit

Statistics

• Statistics for Hackers - Talk by Jake Vanderplas
• Computational Statistics in Python
• Jupyter/IPython Notebooks for Springer book Python for Probability, Statistics, and Machine Learning
• Bayesian Methods for Hackers(12000 stars)

Data Science

• Jake VanderPlas Python Data Science Handbook
• Official content for Harvard Data Science Course-CS109

General ML

• Animation for PCA
• Eigenvectors and Eigenvalues

Deep Learning

• ADVENTURES IN MACHINE LEARNING(ML blog)
• Deep Learning in Python Datacamp
• Deep Learning With Jupyter Notebooks In The Cloud
• Animation for Image Kernels
• Udacity-Repo for the Deep Learning Nanodegree Foundations program
• fastai Repo

NLP

• Gensim(official)
• Tutorial: Natural Language Processing in Python
• Mastering Social Media Mining with Python
• Introduction to Deep Learning for Natural Language Processing
• Colah-Deep Learning, NLP, and Representations

Keras

• Keras comprehensive tutorial- notebooks
• Keras official

Miscellaneous

• Python for Developers
• Web Scraping Indeed for Key Data Science Job Skills
• Kalman-and-Bayesian-Filters-in-Python