Awesome-AI
A curated list of articles, books, courses, infographics and many more covering Artificial Intelligence, Machine Learning and Deep Learning.
Check the new Awesome-DS repo for Data Science content
Beginners - Getting Started
📝 Articles
- An introduction to Artificial Intelligence
- A beginner's guide to artificial intelligence, machine learning, and cognitive computing
- Which machine learning algorithm should I use?
- The Journey of a Machine Learning model from Building to Retraining
- An executive’s guide to AI by McKinsey&Company
- A Comprehensive Guide On How to Monitor Your Models in Production
📄Courses
- Introduction to Artificial Intelligence by Microsoft on edx
- Introduction to Machine Learning crash course by Google
- Foundations of Machine Learning(foml) by Bloomberg
📚Books
- Machine Learning for Dummies, IBM Limited edition - 75 Pages
- Machine Learning Yearning by Andrew Ng - Signup for a free draft copy - Approx. 100 pages
- The Hundred-Page Machine Learning Book
⛄Quick guides
- Introductory Guide to Artificial Intelligence
- DZone's Guide to Artificial Intelligence: Machine Learning and Predictive Analytics
- What is Machine Learning?
- Introducing Deep Learning with MATLAB
- Introduction to Tensorflow
Cheatsheets
- Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
- The machine learning algorithm cheat sheet - sas.com
- Machine Learning Cheatsheet
- Stanford Cs 229:
- Deep Learning: http://stanford.io/2BsQ91Q
- Supervised Learning: http://stanford.io/2nRlxxp
- Unsupervised Learning: http://stanford.io/2MmP6FN
- Machine Learning for dummies cheat sheet
Tutorials
- Machine Learning Tutorial for Beginners – Learn Machine Learning
- Deep Learning Tutorial for Beginners - Kaggle
Presentations
🤖Advanced AI
📄Courses
- Deeplearning.ai | Coursera by Andrew Ng - 5 courses
- Machine Learning | Coursera by Andrew Ng
- fast.ai courses
- Deep Learning Part 1: Practical Deep Learning for Coders
- Deep Learning Part 2: Cutting Edge Deep Learning for Coders
📚 Books
Interesting reads
- Should We Worry About Artificial Intelligence (AI)?
- The future of AI: IS YOUR JOB UNDER THREAT? - Businessleader
Infographics
- AI "Technology Readiness" Infographic Source: CallaghanInnovation
- AI Timeline Source: Apttus
- AI detailed Timeline Source: Digital Intelligence Today
Opensource Libraries and Tools
- Gym - Gym is a toolkit for developing and comparing reinforcement learning algorithms. It supports teaching agents everything from walking to playing games like Pong or Pinball.
- TensorFlow - An open source machine learning framework for everyone
- Explore AI Libraries - Discover & find a curated list of AI popular & new libraries, top authors, trending project kits, discussions, tutorials & learning resources on kandi.
Interactive Tutorials
- Seedbank - Collection of Interactive Machine Learning Examples
- R2D3 - A visual introduction to machine learning
Tips and Tricks
Free books collection
Datasets
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