Intro to AI

Introduction to AI (slides) English Español Português

Climate Change AI

Overview lecture Introductory Educational materials Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Explanatory Memorandum on the Updated OECD Definition of an AI System

Climate Change AI

Report (international organization) Introductory International organization Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Practical Machine Learning with Python

Dipanjan Sarkar; Raghav Bali; Tushar Sharma

Textbook Introductory Educational materials Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Using Data from Climate Science to Teach Introductory Statistics

Gary Witt

Journal article Introductory Educational materials Global Cross-cutting Climate Supervised Learning Supervised Learning

Introduction to Artificial Intelligence

Pieter Abbeel; Daniel Klein

Video Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

AI History

Percy Liang; Dorsa Sadigh

Video Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Artificial Intelligence Today

Percy Liang; Dorsa Sadigh

Video Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Artificial Intelligence: A Modern Approach

Stuart Russell; Peter Norvig

Textbook Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

The Python Tutorial

Python Software Foundation

Tutorial Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

PyTorch Beginner Series

PyTorch Team

Video series Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

TensorFlow in Google Colaboratory

TensorFlow Team

Video series Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

GitHub Essentials

GitHub

Sofware documentation Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Deep Learning

Ian Goodfellow; Yoshua Bengio; Aaron Courville

Textbook Introductory Educational materials Global Supervised Learning Unsupervised Learning Reinforcement Learning Cross-cutting AI

Introduction to Neural Networks

Kian Katanforoosh

Video Introductory Educational materials Global Supervised Learning Unsupervised Learning Supervised Learning Unsupervised & Semi-Supervised Learning Generative Modeling

Neural Networks (Series)

3Blue1Brown (Grant Sanderson)

Video series Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Supervised Learning Unsupervised & Semi-Supervised Learning Generative Modeling

Transfer Learning

Andrew Ng for DeepLearningAI

Video Intermediate Educational materials Global Supervised Learning Unsupervised Learning Transfer Learning

Supervised Learning

Andrew Ng for DeepLearningAI

Video Introductory Educational materials Global Supervised Learning Supervised Learning

Unsupervised Learning

Andrew Ng for DeepLearningAI

Video Introductory Educational materials Global Unsupervised Learning Unsupervised & Semi-Supervised Learning

Probabilistic Machine Learning: An Introduction (Ch. 1)

Kevin P. Murphy

Textbook Intermediate Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Reinforcement Learning: An Introduction With Python Examples

Bex Tuychiev

Tutorial Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Computer Vision: Algorithms and Applications

Richard Szeliski

Textbook Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Alexey Dosovitskiy; Lucas Beyer; Alexander Kolesnikov; Dirk Weissenborn; Xiaohua Zhai; Thomas Unterthiner; Mostafa Dehghani; Matthias Minderer; Georg Heigold; Sylvain Gelly; Jakob Uszkoreit; Neil Houlsby

Preprint paper Advanced Research Global Supervised Learning Unsupervised Learning Computer Vision & Remote Sensing

But What is a Convolution?

3Blue1Brown (Grant Sanderson)

Video Introductory Educational materials Global Supervised Learning Unsupervised Learning Supervised Learning Unsupervised & Semi-Supervised Learning Generative Modeling

Conv Nets (Blog)

Chris Olah

Blog post Introductory Educational materials Global Supervised Learning Unsupervised Learning Supervised Learning Unsupervised & Semi-Supervised Learning Generative Modeling

What are Transformer Neural Networks?

Ari Seff

Video Introductory Educational materials Global Supervised Learning Unsupervised Learning Supervised Learning Unsupervised & Semi-Supervised Learning Generative Modeling

NLP with Deep Learning

John Hewitt

Video Introductory Educational materials Global Supervised Learning Unsupervised Learning Supervised Learning Generative Modeling Natural Language Processing

NLP with TensorFlow (Series)

TensorFlow Team

Video series Introductory Educational materials Global Supervised Learning Unsupervised Learning Supervised Learning Generative Modeling Natural Language Processing

The Illustrated Transformer

Jay Alammar

Blog post Introductory Educational materials Global Supervised Learning Unsupervised Learning Supervised Learning Generative Modeling Natural Language Processing

Understanding LSTM Networks

Chris Olah

Blog post Introductory Educational materials Global Supervised Learning Unsupervised Learning Supervised Learning Time-series Analysis

Introduction to Probability

Dimitri Bertsekas; John Tsitsiklis

Textbook Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Introduction to Linear Algebra

Gilbert Strang

Textbook Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Essence of Linear Algebra (Series)

3Blue1Brown (Grant Sanderson)

Video series Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Essence of Calculus (Series)

3Blue1Brown (Grant Sanderson)

Video series Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Interpretable Machine Learning

Christoph Molnar

Book Introductory Educational materials Global Reinforcement Learning Supervised Learning Unsupervised Learning Interpretable ML

Stop Explaining Black Box Machine Learning Models for High-Stakes Decisions and Use Interpretable Models Instead

Cynthia Rudin

Journal article Advanced Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Interpretable ML

PSCC 2024 Tutorial: Trustworthy AI for Power System

Spyros Chatzivasileiadis

Tutorial Intermediate Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Uncertainty Quantification & Robustness

Explainable Machine Learning for Public Policy: Use Cases, Gaps, and Research Directions

Kasun Amarasinghe; Kit Rodolfa; Hemank Lamba; Rayid Ghani

Journal article Intermediate Research Global Climate Policy Reinforcement Learning Supervised Learning Unsupervised Learning Interpretable ML

The Values Encoded in Machine Learning Research

Abeba Birhane; Pratyusha Kalluri; Dallas Card; William Agnew; Ravit Dotan; Michelle Bao

Conference paper Intermediate Research Global Reinforcement Learning Unsupervised Learning Supervised Learning Cross-cutting AI

Finding the Words to Say: Hidden State Visualizations for Language Models

Jay Alammar

Blog post Intermediate Educational materials Global Unsupervised Learning Supervised Learning Natural Language Processing Generative Modeling

The Illustrated GPT-2

Jay Alammar

Blog post Intermediate Educational materials Global Unsupervised Learning Supervised Learning Natural Language Processing Generative Modeling

The Illustrated Word2Vec

Jay Alammar

Blog post Intermediate Educational materials Global Unsupervised Learning Supervised Learning Natural Language Processing Generative Modeling

Visualizing Representations

Chris Olah

Blog post Intermediate Educational materials Global Unsupervised Learning Supervised Learning Generative Modeling Supervised Learning Unsupervised & Semi-Supervised Learning Natural Language Processing Computer Vision & Remote Sensing

Machine Learning for Healthcare – Causal Inference

David Sontag

Video Intermediate Educational materials Global Health Supervised Learning Causal & Bayesian Methods

An Introduction to Causal Inference

Fabian Dablander

Blog post Intermediate Educational materials Global Supervised Learning Causal & Bayesian Methods

Introduction to Causal Inference (Lecture Series)

Maya Petersen; Laura B. Balzer

Lecture series Intermediate Educational materials Global Supervised Learning Causal & Bayesian Methods

Scientific Machine Learning: Physics-Informed Neural Networks

Craig Gin

Video Intermediate Educational materials Global Supervised Learning Hybrid Physical Models

Introduction to Physics-Informed Neural Networks: A Hands-On Tutorial with PyTorch

Mario Dagrada

Blog post Intermediate Educational materials Global Supervised Learning Hybrid Physical Models

Introduction to Scientific Machine Learning through Physics-Informed Neural Networks

Chris Rackauckas

Tutorial Intermediate Educational materials Global Supervised Learning Hybrid Physical Models

Physics-Informed Machine Learning: Case Studies for Weather and Climate Modelling

K Kashinath; M Mustafa; A Albert; J-L Wu; C Jiang; S Esmaeilzadeh; K Azizzadenesheli; R Wang; A Chattopadhyay; A Singh; A Manepalli; D Chirila; R Yu; R Walters; B White; H Xiao; H A Tchelepi; P Marcus; A Anandkumar; P Hassanzadeh; Prabhat

Journal article Intermediate Research Global Climate Science & Modeling Supervised Learning Hybrid Physical Models

Aurora: A Foundation Model of the Atmosphere

Microsoft Research

Report (industry) Intermediate Educational materials Global Climate Science & Modeling Supervised Learning Supervised Learning Unsupervised & Semi-Supervised Learning Transfer Learning Generative Modeling

Climate Change and Machine Learning: Opportunities, Challenges, and Considerations

Priya Donti; David Rolnick; Lynn H. Kaack

Tutorial Introductory Educational materials Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI Computer Vision & Remote Sensing

Explaining and Harnessing Adversarial Examples

Ian J. Goodfellow; Jonathon Shlens; Christian Szegedy

Conference paper Advanced Research Global Unsupervised Learning Reinforcement Learning Generative Modeling