✨ Machine Learning Resources ✨'s repositories
interpretable-ml-book
Book about interpretable machine learning
Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
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-stats-modelling-tutorial
How to do Bayesian statistical modelling using numpy and PyMC3
cml
♾️ CML - Continuous Machine Learning | CI/CD for ML
cookiecutter-data-science
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
d2l-en
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 400 universities from 60 countries including Stanford, MIT, Harvard, and Cambridge.
Data-Science-Resources
Data Science related resources and cheatsheets
ila
Interactive Linear Algebra
mlops-course
A project-based course on the foundations of MLOps with a focus on intuition and application.
mlops-zoomcamp
Free MLOps course from DataTalks.Club
oh-my-git
An interactive Git learning game!
project-based-learning
Curated list of project-based tutorials
python-fire
Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
python_devops_book
[Book-2020] Python For DevOps: Learn Ruthlessly Effective Automation
pytrends
Pseudo API for Google Trends
starter-workflows
Accelerating new GitHub Actions workflows
tests-as-linear
Python port of "Common statistical tests are linear models" by Jonas Kristoffer Lindeløv.
awesome-interactive-math
A curated list of tools that can be used for creating interactive mathematical explorables.
aws-mlu-explain
Visual, Interactive Articles About Machine Learning: https://mlu-explain.github.io/
data-engineering-zoomcamp
Free Data Engineering course!
ganlab
GAN Lab: An Interactive, Visual Experimentation Tool for Generative Adversarial Networks
gradio
Create UIs for your machine learning model in Python in 3 minutes
handson-ml2
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
interactive-machine-learning-list
A collaborative list of interactive Machine Learning, Deep Learning and Statistics websites
learnGitBranching
An interactive git visualization and tutorial. Aspiring students of git can use this app to educate and challenge themselves towards mastery of git!
lecture-python.notebooks
Notebooks for https://python.quantecon.org
ThinkStats2
Text and supporting code for Think Stats, 2nd Edition
wordsandbuttons
A growing collection of interactive tutorials, demos, and quizzes about maths, algorithms, and programming.