Deep Learning for Natural Language Processing, 2nd Edition

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Introduction

001. Deep Learning for Natural Language Processing Introduction.mp4

02:35

Lesson 1 The Power and Elegance of Deep Learning for NLP

001. Topics.mp4

00:35

002. 1.1 Introduction to Deep Learning for Natural Language Processing.mp4

10:44

003. 1.2 Running the Hands-On Code Examples in Jupyter Notebooks.mp4

13:19

004. 1.3 Review of Prerequisite Deep Learning Theory.mp4

14:51

005. 1.4 A Sneak Peak.mp4

06:43

Lesson 2 Word Vectors

001. Topics.mp4

00:23

002. 2.1 Computational Representations of Natural Language Elements.mp4

14:37

003. 2.2 Visualizing Word Vectors with word2viz.mp4

06:21

004. 2.3 Localist versus Distributed Representations.mp4

03:36

005. 2.4 Elements of Natural Human Language.mp4

07:32

006. 2.5 The word2vec Algorithm.mp4

09:01

007. 2.6 Creating Word Vectors with word2vec.mp4

21:56

008. 2.7 Pre-Trained Word Vectors and doc2vec.mp4

03:47

Lesson 3 Modeling Natural Language Data

001. Topics.mp4

00:51

002. 3.1 Best Practices for Preprocessing Natural Language Data.mp4

27:11

003. 3.2 The Area Under the ROC Curve.mp4

19:40

004. 3.3 Document Classification with a Dense Neural Net.mp4

40:16

005. 3.4 Classification with a Convolutional Neural Net.mp4

14:51

Lesson 4 Recurrent Neural Networks

001. Topics.mp4

00:37

002. 4.1 Essential Theory of RNNs.mp4

06:26

003. 4.2 RNNs in Practice.mp4

07:48

004. 4.3 Essential Theory of LSTMs and GRUs.mp4

03:06

005. 4.4 LSTMs and GRUs in Practice.mp4

07:01

Lesson 5 Advanced Models

001. Topics.mp4

00:43

002. 5.1 Bidirectional LSTMs.mp4

04:30

003. 5.2 Stacked LSTMs.mp4

06:27

004. 5.3 Datasets for NLP.mp4

05:26

005. 5.4 Sequence Generation.mp4

12:48

006. 5.5 seq2seq and Attention.mp4

03:23

007. 5.6 Transfer Learning in NLP BERT, ELMo, GPT-2 and Other Characters.mp4

04:05

008. 5.7 Non-Sequential Architectures The Keras Functional API.mp4

15:43

009. 5.8 (Financial) Time Series Applications.mp4

01:21

Summary

001. Deep Learning for Natural Language Processing Summary.mp4

01:01

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