1
Stanford XCS224U: NLU I Intro & Evolution of Natural Language Understanding, Pt. 1 I Spring 2023
1:13:52
2023-08-17
2
Stanford XCS224U: Natural Language Understanding I Course Overview, Part 2 I Spring 2023
1:17:16
2023-08-17
3
Stanford XCS224U: Natural Language Understanding I Homework 1 I Overview: Bake Off
17:08
2023-08-17
4
Stanford XCS224U: NLU I Contextual Word Representations, Part 1: Guiding Ideas I Spring 2023
24:03
2023-08-17
5
Stanford XCS224U: NLU I Contextual Word Representations, Part 2: Transformer I Spring 2023
17:41
2023-08-17
6
Stanford XCS224U: NLU I Contextual Word Representations, Part 3: Positional Encoding I Spring 2023
13:02
2023-08-17
7
Stanford XCS224U: NLU I Contextual Word Representations, Part 4: GPT I Spring 2023
13:46
2023-08-17
8
Stanford XCS224U: NLU I Contextual Word Representations, Part 5: BERT I Spring 2023
11:43
2023-08-17
9
Stanford XCS224U: NLU I Contextual Word Representations, Part 6: RoBERTa I Spring 2023
9:00
2023-08-17
10
Stanford XCS224U: NLU I Contextual Word Representations, Part 7: ELECTRA I Spring 2023
7:44
2023-08-17
11
Stanford XCS224U: NLU I Contextual Word Representations, Part 8: Seq2seq Architectures I Spring 2023
8:49
2023-08-17
12
Stanford XCS224U: NLU I Contextual Word Representations, Part 9: Distillation I Spring 2023
7:59
2023-08-17
13
Stanford XCS224U: NLU I Contextual Word Representations, Part 10: Wrap-up I Spring 2023
6:38
2023-08-17
14
Stanford XCS224U: Natural Language Understanding I Homework 2 I Spring 2023
16:04
2023-08-17
15
Stanford XCS224U: NLU I Information Retrieval, Part 1: Guiding Ideas I Spring 2023
17:48
2023-08-17
16
Stanford XCS224U: NLU I Information Retrieval, Part 2: Classical IR I Spring 2023
14:46
2023-08-17
17
Stanford XCS224U: NLU I Information Retrieval, Part 3: IR metrics I Spring 2023
19:23
2023-08-17
18
Stanford XCS224U: NLU I Information Retrieval, Part 4: Neural IR I Spring 2023
22:55
2023-08-17
19
Stanford XCS224U: NLU I Information Retrieval, Part 5: Datasets and Conclusion I Spring 2023
5:12
2023-08-17
20
Stanford XCS224U: Natural Language Understanding I In-context Learning, Pt 1: Origins I Spring 2023
8:22
2023-08-17
21
Stanford XCS224U: NLU I In-context Learning, Part 2: Core Concepts I Spring 2023
14:48
2023-08-17
22
Stanford XCS224U: NLU I In-context Learning, Part 3: Current Moment I Spring 2023
8:30
2023-08-17
23
Stanford XCS224U: NLU I In-context Learning, Part 4: Techniques and Suggested Methods I Spring 2023
20:20
2023-08-17
24
Stanford XCS224U: Natural Language Understanding I Homework 3 I Spring 2023
16:24
2023-08-17
25
Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 1: Overview I Spring 2023
12:30
2023-08-17
26
Stanford XCS224U I Behavioral Eval of NLU Models, Pt 2: Analytical Considerations I Spring 2023
22:14
2023-08-17
27
Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 3: Compositionality I Spring 2023
11:27
2023-08-17
28
Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 4: COGS and ReCOGS I Spring 2023
23:34
2023-08-17
29
Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Pt 5: Adversarial Testing I Spring 2023
13:36
2023-08-17
30
Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 6: Adversarial NLI I Spring 2023
6:17
2023-08-17
31
Stanford XCS224U: NLU I Behavioral Eval of NLU Models, Pt 7: DynaSent and Conclusion I Spring 2023
13:04
2023-08-17
32
Stanford XCS224U: Natural Language Understanding I Lit Review Overview I Spring 2023
10:14
2023-08-17
33
Stanford XCS224U: NLU I Analysis Methods for NLU, Part 1: Overview I Spring 2023
14:05
2023-08-17
34
Stanford XCS224U: NLU I Analysis Methods for NLU, Part 2: Probing I Spring 2023
11:33
2023-08-17
35
Stanford XCS224U: NLU I Analysis Methods for NLU, Part 3: Feature Attribution I Spring 2023
14:23
2023-08-17
36
Stanford XCS224U I Analysis NLU, Pt 4: Casual Abstraction & Interchange Intervention Training (IIT)
15:55
2023-08-17
37
Stanford XCS224U: Analysis NLU, Part 5: Distributed Alignment Search (DAS) & Conclusion I Spring 23
11:58
2023-08-17
38
Stanford XCS224U: Natural Language Understanding I Experiment Protocol Overview I Spring 2023
6:39
2023-08-17
39
Stanford XCS224U: NLU I NLP Methods and Metrics, Part 1: Overview I Spring 2023
26:26
2023-08-17
40
Stanford XCS224U: NLU I NLP Methods and Metrics, Part 2: Classifier Metrics I Spring 2023
14:38
2023-08-17
41
Stanford XCS224U: NLU I NLP Methods and Metrics, Part 3: Generation Metrics I Spring 2023
14:04
2023-08-17
42
Stanford XCS224U: NLU I NLP Methods and Metrics, Part 4: Datasets I Spring 2023
22:01
2023-08-17
43
Stanford XCS224U: NLU I NLP Methods and Metrics, Part 5: Data Organization I Spring 2023
7:25
2023-08-17
44
Stanford XCS224U: NLU I NLP Methods and Metrics, Part 6: Model Evaluation & Conclusion I Spring 2023
21:55
2023-08-17
45
Stanford XCS224U: NLU I Presenting Your Research, Part 1: Your Papers I Spring 2023
6:10
2023-08-17
46
Stanford XCS224U: NLU I Presenting Your Research, Part 2: Writing NLP Papers I Spring 2023
13:16
2023-08-17
47
Stanford XCS224U: NLU I Presenting Your Research, Part 3: NLP Conference Submission I Spring 2023
21:00
2023-08-17
48
Stanford XCS224U: NLU I Presenting Your Research, Part 4: Giving Talks I Spring 2023
15:02
2023-08-17
49
Stanford XCS224U: NLU I Fantastic Language Models and How to Build Them, Part 1 I Spring 2023
45:57
2023-08-17
50
Stanford XCS224U: NLU I Fantastic Language Models and How to Build Them, Part 2 I Spring 2023
1:20:41
2023-08-17