Stanford CS25: V2 I Introduction to Transformers w/ Andrej Karpathy
January 10, 2023
Introduction to Transformers
Andrej Karpathy: https://karpathy.ai/
Since their introduction in 2017, transformers have revolutionized Natural Language Processing (NLP). Now, transformers are finding applications all over Deep Learning, be it computer vision (CV), reinforcement learning (RL), Generative Adversarial Networks (GANs), Speech or even Biology. Among other things, transformers have enabled the creation of powerful language models like GPT-3 and were instrumental in DeepMind's recent AlphaFold2, that tackles protein folding.
In this speaker series, we examine the de…
Watch on YouTube ↗
(saves to browser)
Chapters (10)
Introduction
0:47
Introducing the Course
3:19
Basics of Transformers
3:35
The Attention Timeline
5:01
Prehistoric Era
6:10
Where we were in 2021
7:30
The Future
10:15
Transformers - Andrej Karpathy
10:39
Historical context
1:00:30
Thank you - Go forth and transform
Playlist
Uploads from Stanford Online · Stanford Online · 0 of 60
← Previous
Next →
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
Statistical Learning: 13.2 Introduction to Multiple Testing and Family Wise Error Rate
Stanford Online
Statistical Learning: 13.1 Introduction to Hypothesis Testing II
Stanford Online
Statistical Learning: 12.R.3 Hierarchical Clustering
Stanford Online
Statistical Learning: 12.R.2 K means Clustering
Stanford Online
Statistical Learning: 12.R.1 Principal Components
Stanford Online
Statistical Learning: 13.R.1 Bonferroni and Holm II
Stanford Online
Statistical Learning: 12.6 Breast Cancer Example
Stanford Online
Statistical Learning: 12.5 Matrix Completion
Stanford Online
Statistical Learning: 12.4 Hierarchical Clustering
Stanford Online
Statistical Learning: 12.3 k means Clustering
Stanford Online
Statistical Learning: 13.1 Introduction to Hypothesis Testing
Stanford Online
Stanford Seminar - Introduction to Web3
Stanford Online
Stanford Seminar - Designing Equitable Online Experiences
Stanford Online
Stanford CS330: Deep Multi-Task & Meta Learning I 2021 I Lecture 1
Stanford Online
Stanford Seminar - Perceiving, Understanding, and Interacting through Touch
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 2
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 3
Stanford Online
Stanford CS330: Deep Multi-Task & Meta Learning I 2021 I Lecture 4
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 5
Stanford Online
Stanford Seminar - Evolution of a Web3 Company
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 6
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 7
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 8
Stanford Online
Stanford Seminar - Designing Human-Centered AI Systems for Human-AI Collaboration
Stanford Online
The Sh*tFixers: Bob Sutton Interviews David Kelley, Design Thinking Superstar
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 9
Stanford Online
Women Rise: Sheri Sheppard
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 10
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 11
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 12
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 13
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 14
Stanford Online
Stanford Webinar - Cloud Computing: What’s on the Horizon with Dr. Timothy Chou
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 15
Stanford Online
Stanford Seminar - Multi-Sensory Neural Objects: Modeling, Inference, and Applications in Robotics
Stanford Online
Stanford CS330: Deep Multi-task & Meta Learning I 2021 I Lecture 16
Stanford Online
Stanford Seminar - Toward Better Human-AI Group Decisions
Stanford Online
Stanford CS330: Deep Multi-Task & Meta Learning I 2021 I Lecture 17
Stanford Online
Stanford CS330: Deep Multi-Task & Meta Learning I 2021 I Lecture 18
Stanford Online
Stanford Webinar - Web3 Considered: Possible Futures for Decentralization and Digital Ownership
Stanford Online
Stanford Seminar - Ethics Governance-in-the-Making: Bridging Ethics Work & Governance Menlo Report
Stanford Online
Stanford Seminar - Towards Generalizable Autonomy: Duality of Discovery & Bias
Stanford Online
Stanford Seminar - ML Explainability Part 1 I Overview and Motivation for Explainability
Stanford Online
Stanford Seminar - ML Explainability Part 2 I Inherently Interpretable Models
Stanford Online
Stanford Seminar - ML Explainability Part 3 I Post hoc Explanation Methods
Stanford Online
Kratika Gupta talks about Stanford's Product Management Program
Stanford Online
Stanford Webinar - CRISPR - 10 Years of Genome Editing and More
Stanford Online
Stanford Seminar - Making Teamwork an Objective Discipline - Sid Sijbrandij CEO & Chairman of GitLab
Stanford Online
Stanford Seminar - ML Explainability Part 4 I Evaluating Model Interpretations/Explanations
Stanford Online
Stanford Seminar - Adaptable Robotic Manipulation Using Tactile Sensors
Stanford Online
Stanford Seminar - ML Explainability Part 5 I Future of Model Understanding
Stanford Online
Meet Joe Lapin, Innovation and Entrepreneurship Program Completer
Stanford Online
Stanford Seminar: Social Media Scrutiny of Frontline Professionals & Implications for Accountability
Stanford Online
Stanford Seminar - Alphy and Alphy Reflect: creating a reflective mirror to advance women
Stanford Online
Stanford Webinar - The Digital Future of Health
Stanford Online
Stanford CS229M - Lecture 1: Overview, supervised learning, empirical risk minimization
Stanford Online
Stanford CS229M - Lecture 2: Asymptotic analysis, uniform convergence, Hoeffding inequality
Stanford Online
Stanford CS229M - Lecture 3: Finite hypothesis class, discretizing infinite hypothesis space
Stanford Online
Stanford Seminar - Decentralized Finance (DeFi)
Stanford Online
Stanford CS229M - Lecture 4: Advanced concentration inequalities
Stanford Online
DeepCamp AI