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李宏毅《深度学习人类语言处理》国语课程(2020)

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2020-03-07 18:05:46

李宏毅《深度学习人类语言处理》国语(2020) https://www.youtube.com/playlist?list=PLJV_el3uVTsO07RpBYFsXg-bN5Lu0nhdG Home：http://speech.ee.ntu.edu.tw/~tlkagk/courses_DLHLP20.html

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Deep Learning for Human Language Processing (Course Overview)

50:19

Speech Recognition (Part 1)

41:41

Speech Recognition - Listen, Attend, Spell (part 2)

57:22

Speech Recognition - CTC, RNN-T and more (part 3)

41:22

Speech Recognition (Option) - HMM

39:02

Speech Recognition (option) - Alignment of HMM, CTC and RNN-T

35:59

Speech Recognition (option) - RNN-T Training

41:07

Speech Recognition- Language Modeling

45:15

Voice Conversion (1/2)

44:38

Voice Conversion (2/2)

24:25

Speech Separation (1/2) - Deep Clustering, PIT

51:56

Speech Separation (2/2) - TasNet

41:04

Speech Synthesis（1/2）- Tacotron

48:36

Speech Synthesis (2/2) - More than Tacotron

58:24

Speaker Verification

36:08

Vocoder (由助教許博竣同學講授)

44:46

Introduction of NLP Tasks

01:28:48

BERT and its family - Introduction and Fine-tune

50:09

BERT and its family - ELMo, BERT, GPT, XLNet, MASS, BART, UniLM, ELECTRA, and mo

01:11:47

Non-Autoregressive Sequence Generation (由助教莊永松同學講授)

01:01:53

Text Style Transfer and Unsupervised Summarization-Translation-

01:34:25

Deep Learning for Coreference Resolution

53:46

Deep Learning for Constituency Parsing

38:35

Multilingual BERT

39:14

Deep Learning for Dependency Parsing

21:11

Deep Learning for Question Answering (1-2)

41:38

Deep Learning for Question Answering (2-2)

01:13:07

Audio BERT (1-2) (由助教劉廷緯同學講授)

51:41

Audio BERT (2-2) (由助教紀伯翰同學和助教楊書文同學講授)

01:10:28

來自獵人暗黑大陸的模型 GPT3

29:58

Controllable Chatbot

58:49

Controllable Chatbot(重传补缺)

59:49

Dialogue State Tracking (as Question Answering)

42:51

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