Repository Index

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

• ml
• data-science
• machine-learning
• machine-learning-algorithms

The 30 Days of Python programming challenge is a step-by-step guide to learn the Python programming language in 30 days. This challenge may take more than 100 days. Follow your own pace. These videos may help too: https://www.youtube.com/channel/UC7PNRuno1rzYPb1xLa4yktw

• 30-days-of-python
• python
• flask
• github

Learn how to develop, deploy and iterate on production-grade ML applications.

• machine-learning
• deep-learning
• pytorch
• natural-language-processing

Summer 2027 software engineering, data science, AI, quant, product management, and hardware internship postings. Updated daily by Simplify and Pitt CSC.

• interview-preparation
• internships
• jobs
• university

10 Weeks, 20 Lessons, Data Science for All!

• data-science
• python
• data-visualization
• data-analysis

500 AI Machine learning Deep learning Computer vision NLP Projects with code

• awesome
• machine-learning
• deep-learning
• machine-learning-projects

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

• machine-learning
• deep-learning
• deep-reinforcement-learning
• machine-learning-from-scratch

Roadmap to becoming an Artificial Intelligence Expert in 2022

• deep-learning
• artificial-intelligence
• roadmap
• ai-roadmap

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

• applied-machine-learning
• production
• applied-data-science
• machine-learning

:memo: An awesome Data Science repository to learn and apply for real world problems.

• data-science
• machine-learning
• data-visualization
• science

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

• deep-learning
• machine-learning
• book
• notebook

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.

• python
• machine-learning
• deep-learning
• data-science

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

The fastai book, published as Jupyter Notebooks

• notebooks
• fastai
• deep-learning
• machine-learning

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

• python
• machine-learning
• data-science
• nlp

📊 Path to a free self-taught education in Data Science!

Best Practices on Recommendation Systems

• machine-learning
• recommender
• ranking
• deep-learning

Code for Machine Learning for Trading, 3rd edition — from data sourcing to live execution.

• machine-learning
• trading
• investment
• finance

VIP cheatsheets for Stanford's CS 229 Machine Learning

• cheatsheet
• machine-learning
• data-science
• supervised-learning

📺 Discover the latest machine learning / AI courses on YouTube.

• machine-learning
• deep-learning
• nlp
• natural-language-processing

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

• pytorch
• python
• machine-learning
• deep-learning

Your new Mentor for Data Science E-Learning.

• tensorflow
• machine-learning
• machine-vision
• datascience

A curated list of awesome big data frameworks, ressources and other awesomeness.

• awesome
• bigdata
• data-warehouse
• data-analytics

Python training for business analysts and traders

• python
• jupyter
• jupyterlab
• binder