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FreeTutorials Us natural language processing with deep learning in python

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[FreeTutorials.Us] natural-language-processing-with-deep-learning-in-python

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Total Size

697.7 MB

Total Files

47

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70C6C54F99B3908C6867498A09D6CDC37BC926DC

/01 Outline Review and Logistical Things/

001 Introduction Outline and Review.mp4

4.7 MB

002 Where to get the code data for this course.mp4

3.3 MB

003 How to Succeed in this Course.mp4

10.0 MB

/02 Word Embeddings and Word2Vec/

004 Alternative to Wikipedia Data Brown Corpus.mp4

13.1 MB

005 What is a word embedding.mp4

18.9 MB

006 Using pre-trained word embeddings.mp4

4.3 MB

007 Word analogies using word embeddings.mp4

6.9 MB

008 TF-IDF and t-SNE experiment.mp4

28.0 MB

009 Word2Vec introduction.mp4

9.2 MB

010 CBOW.mp4

4.4 MB

011 Skip-Gram.mp4

6.6 MB

012 Negative Sampling.mp4

14.2 MB

013 Why do I have 2 word embedding matrices and what do I do with them.mp4

2.7 MB

014 Word2Vec in Code with Numpy part 1.mp4

56.3 MB

015 Word2Vec in Code with Numpy part 2.mp4

6.3 MB

016 Converting a sequence of word indexes to a sequence of word vectors.mp4

5.7 MB

017 How to update only part of a Theano shared variable.mp4

9.6 MB

018 Word2Vec in Code with Theano.mp4

32.6 MB

/03 Word Embeddings using GLoVe/

019 Recommender systems and matrix factorization tutorial.mp4

19.9 MB

020 GLoVe - Global Vectors for Word Representation.mp4

7.4 MB

021 GLoVe in Code - Numpy Gradient Descent.mp4

43.9 MB

022 GLoVe in Code - Theano Gradient Descent.mp4

13.2 MB

023 GLoVe in Code - Alternating Least Squares.mp4

12.2 MB

024 Visualizing country analogies with t-SNE.mp4

9.6 MB

025 Hyperparameter Challenge.mp4

4.2 MB

/04 Using Neural Networks to Solve NLP Problems/

026 Parts-of-Speech POS Tagging.mp4

8.9 MB

027 Parts-of-Speech Tagging Baseline.mp4

41.8 MB

028 Parts-of-Speech Tagging Recurrent Neural Network.mp4

36.5 MB

029 Parts-of-Speech Tagging Hidden Markov Model HMM.mp4

15.1 MB

030 Named Entity Recognition NER.mp4

5.2 MB

031 Named Entity Recognition Baseline.mp4

15.6 MB

032 Named Entity Recognition RNN.mp4

5.7 MB

033 Hyperparameter Challenge II.mp4

4.0 MB

/05 Recursive Neural Networks Tree Neural Networks/

034 Data Description for Recursive Neural Networks.mp4

12.1 MB

035 What are Recursive Neural Networks Tree Neural Networks TNNs.mp4

10.0 MB

036 Building a TNN with Recursion.mp4

8.5 MB

037 Trees to Sequences.mp4

11.7 MB

038 Recursive Neural Network in Theano.mp4

55.1 MB

039 Recursive Neural Tensor Networks.mp4

11.6 MB

040 Recursive Neural Network in TensorFlow with Recursion.mp4

13.4 MB

/06 Appendix/

041 How to install wp2txt or WikiExtractor.py.mp4

4.0 MB

042 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4

46.0 MB

043 How to Code by Yourself part 1.mp4

25.7 MB

044 How to Code by Yourself part 2.mp4

15.5 MB

045 BONUS Where to get Udemy coupons and FREE deep learning material.mp4

4.2 MB

/

[FreeTutorials.Us].txt

0.1 KB

Freetutorials.Us.url

0.1 KB

 

Total files 47


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