Academic Discipline

AI & Machine Learning

Deep learning, language models, reinforcement learning, statistical learning theory, representation learning, and vision.

10courses86standalone talks213total lectures

Subfields

All AI & ML213 Deep Learning80 Language Models & NLP73 Reinforcement Learning35 Statistical Learning & Causality35 Computer Vision & Graphics28 Mechanistic Interpretability, Alignment & World Models27 Active Inference, Cybernetics & Artificial Life2

Language Models & NLP— Transformer architectures, large language models, tokenization, pretraining, alignment (RLHF), and linguistics.

6 topics

All Language Models & NLP Large Language Models (LLMs)41 Transformers & Attention29 Backtracking Search2 Constraint Satisfaction2 Depth-First Search2 Logistic Regression2

Large Language Models (LLMs) · Language Models & NLP

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Recurrent Neural Networks, Transformers, and Attention

AI & ML·Standalone Lecture·Language Models & NLP · Ava Amini · MIT

Ava Amini

MIT

1:02:50

What Can the Theory of Cryptography Tell Us About AI Verification?

Theory & Algos·Research Seminar·Language Models & NLP · Shafi Goldwasser · Simons Institute (UC Berkeley)

Shafi Goldwasser

Simons Institute (UC Berkeley)

1:02:15

Digital vs. Biological Intelligence (Vienna Gödel Lecture)

AI & ML·Public Colloquium·Language Models & NLP · Geoffrey Hinton · University of Toronto

Geoffrey Hinton

University of Toronto

1:20:05

Deep Dive into Large Language Models: Pretraining to RLHF

AI & ML·Standalone Lecture·Reinforcement Learning · Andrej Karpathy · Independent / Eureka Labs

Andrej Karpathy

Independent / Eureka Labs

3:31:23

Atomic Facts to Structured Knowledge: Rethinking Unlearning & Jailbreaking in Large Language Models

AI & ML·Research Seminar·Mechanistic Interpretability, Alignment & World Models · Rongzhe Wei · Google Research & TechTalks

Rongzhe Wei

Google Research & TechTalks

56:22

On the Emergence of Representational Geometry from Natural Language Statistics

AI & ML·Research Seminar·Complex Systems & Scaling · Yasaman Bahri · Harvard University

Yasaman Bahri

Harvard University

1:08:42

OpenAI Meta-Learning and Self-Play

AI & ML·Standalone Lecture·Meta-Learning · Ilya Sutskever · MIT

Ilya Sutskever

MIT

1:00:15

Natural Language Processing with Deep Learning: Introduction & Word Vectors

AI & ML·Standalone Lecture·Deep Learning · Christopher Manning · Stanford University

Christopher Manning

Stanford University