FreeTutorials Us natural language processing with deep learning in python


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[FreeTutorials.Us] natural-language-processing-with-deep-learning-in-python
    01 Outline Review and Logistical Things
          001 Introduction Outline and Review.mp4 -
4.48 MB

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

          003 How to Succeed in this Course.mp4 -
9.52 MB

    02 Word Embeddings and Word2Vec
          004 Alternative to Wikipedia Data Brown Corpus.mp4 -
12.49 MB

          005 What is a word embedding.mp4 -
18 MB

          006 Using pre-trained word embeddings.mp4 -
4.05 MB

          007 Word analogies using word embeddings.mp4 -
6.61 MB

          008 TF-IDF and t-SNE experiment.mp4 -
26.75 MB

          009 Word2Vec introduction.mp4 -
8.82 MB

          010 CBOW.mp4 -
4.22 MB

          011 Skip-Gram.mp4 -
6.28 MB

          012 Negative Sampling.mp4 -
13.54 MB

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

          014 Word2Vec in Code with Numpy part 1.mp4 -
53.71 MB

          015 Word2Vec in Code with Numpy part 2.mp4 -
5.97 MB

          016 Converting a sequence of word indexes to a sequence of word vectors.mp4 -
5.45 MB

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

          018 Word2Vec in Code with Theano.mp4 -
31.05 MB

    03 Word Embeddings using GLoVe
          019 Recommender systems and matrix factorization tutorial.mp4 -
18.94 MB

          020 GLoVe - Global Vectors for Word Representation.mp4 -
7.06 MB

          021 GLoVe in Code - Numpy Gradient Descent.mp4 -
41.85 MB

          022 GLoVe in Code - Theano Gradient Descent.mp4 -
12.57 MB

          023 GLoVe in Code - Alternating Least Squares.mp4 -
11.65 MB

          024 Visualizing country analogies with t-SNE.mp4 -
9.18 MB

          025 Hyperparameter Challenge.mp4 -
4.04 MB

    04 Using Neural Networks to Solve NLP Problems
          026 Parts-of-Speech POS Tagging.mp4 -
8.51 MB

          027 Parts-of-Speech Tagging Baseline.mp4 -
39.86 MB

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

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

          030 Named Entity Recognition NER.mp4 -
4.95 MB

          031 Named Entity Recognition Baseline.mp4 -
14.9 MB

          032 Named Entity Recognition RNN.mp4 -
5.39 MB

          033 Hyperparameter Challenge II.mp4 -
3.83 MB

    05 Recursive Neural Networks Tree Neural Networks
          034 Data Description for Recursive Neural Networks.mp4 -
11.54 MB

          035 What are Recursive Neural Networks Tree Neural Networks TNNs.mp4 -
9.51 MB

          036 Building a TNN with Recursion.mp4 -
8.09 MB

          037 Trees to Sequences.mp4 -
11.16 MB

          038 Recursive Neural Network in Theano.mp4 -
52.51 MB

          039 Recursive Neural Tensor Networks.mp4 -
11.09 MB

          040 Recursive Neural Network in TensorFlow with Recursion.mp4 -
12.74 MB

    06 Appendix
          041 How to install wp2txt or WikiExtractor.py.mp4 -
3.77 MB

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

          043 How to Code by Yourself part 1.mp4 -
24.53 MB

          044 How to Code by Yourself part 2.mp4 -
14.8 MB

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

     [FreeTutorials.Us].txt -
75 bytes

     Freetutorials.Us.url -
119 bytes



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