Natural Language Processing with Deep Learning in Python

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3.12 GB | 20min 20s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English

Files Included :
1 Introduction, Outline, and Review.mp4 (37.12 MB)
2 Where to get the code data for this course.mp4 (6.49 MB)
3 How to Succeed in this Course.mp4 (3.3 MB)
4 Tensorflow or Theano - Your Choice!.mp4 (18.58 MB)
1 What are vectors.mp4 (35.34 MB)
2 What is a word analogy.mp4 (31.2 MB)
3 Trying to find and assess word vectors using TF-IDF and t-SNE.mp4 (32.13 MB)
4 Pretrained word vectors from GloVe.mp4 (97.49 MB)
5 Pretrained word vectors from word2vec.mp4 (63.24 MB)
6 Text Classification with word vectors.mp4 (20.61 MB)
7 Text Classification in Code.mp4 (54.59 MB)
8 Using pretrained vectors later in the course.mp4 (13.88 MB)
1 Review Section Intro.mp4 (5.55 MB)
2 Bigrams and Language Models.mp4 (12.23 MB)
3 Bigrams in Code.mp4 (17.88 MB)
4 Neural Bigram Model.mp4 (39.72 MB)
5 Neural Bigram Model in Code.mp4 (8.3 MB)
6 Neural Network Bigram Model.mp4 (8.04 MB)
7 Neural Network Bigram Model in Code.mp4 (5.16 MB)
8 Improving Efficiency.mp4 (11.92 MB)
9 Improving Efficiency in Code.mp4 (6.74 MB)
10 Review Section Summary.mp4 (2.98 MB)
1 Return of the Bigram.mp4 (11.5 MB)
2 CBOW.mp4 (36.51 MB)
3 Skip-Gram.mp4 (16.06 MB)
4 Hierarchical Softmax.mp4 (31.24 MB)
5 Negative Sampling.mp4 (59.17 MB)
6 Negative Sampling - Important Details.mp4 (18.66 MB)
7 Why do I have 2 word embedding matrices and what do I do with them.mp4 (5.49 MB)
8 Word2Vec implementation tricks.mp4 (15.67 MB)
9 Word2Vec implementation outline.mp4 (14.45 MB)
10 Word2Vec in Code with Numpy.mp4 (108.23 MB)
11 Word2Vec Tensorflow Implementation Details.mp4 (12.83 MB)
12 Word2Vec Tensorflow in Code.mp4 (44.14 MB)
13 How to update only part of a Theano shared variable.mp4 (9.19 MB)
14 Word2Vec in Code with Theano.mp4 (31.05 MB)
15 Alternative to Wikipedia Data Brown Corpus.mp4 (12.5 MB)
1 GloVe Section Introduction.mp4 (17.23 MB)
2 Matrix Factorization for Recommender Systems - Basic Concepts.mp4 (90.16 MB)
3 Matrix Factorization Training.mp4 (28.75 MB)
4 Expanding the Matrix Factorization Model.mp4 (40.93 MB)
5 Regularization for Matrix Factorization.mp4 (22.29 MB)
6 GloVe - Global Vectors for Word Representation.mp4 (7.06 MB)
7 Recap of ways to train GloVe.mp4 (15.99 MB)
8 GloVe in Code - Numpy Gradient Descent.mp4 (41.85 MB)
9 GloVe in Code - Alternating Least Squares.mp4 (11.65 MB)
10 GloVe in Code - Theano Gradient Descent.mp4 (44.03 MB)
11 GloVe in Tensorflow with Gradient Descent.mp4 (74.9 MB)
12 Visualizing country analogies with t-SNE.mp4 (9.18 MB)
13 Hyperparameter Challenge.mp4 (4.04 MB)
14 Training GloVe with SVD (Singular Value Decomposition).mp4 (51.97 MB)
1 Pointwise Mutual Information - Word2Vec as Matrix Factorization.mp4 (53.27 MB)
2 PMI in Code.mp4 (73.11 MB)
1 Parts-of-Speech (POS) Tagging.mp4 (7.75 MB)
2 How can neural networks be used to solve POS tagging.mp4 (16.88 MB)
3 Parts-of-Speech Tagging Baseline.mp4 (39.86 MB)
4 Parts-of-Speech Tagging Recurrent Neural Network in Theano.mp4 (34.81 MB)
5 Parts-of-Speech Tagging Recurrent Neural Network in Tensorflow.mp4 (129.45 MB)
6 How does an HMM solve POS tagging.mp4 (45.24 MB)
7 Parts-of-Speech Tagging Hidden Markov Model (HMM).mp4 (14.38 MB)
8 Named Entity Recognition (NER).mp4 (4.96 MB)
9 Comparing NER and POS tagging.mp4 (14.31 MB)
10 Named Entity Recognition Baseline.mp4 (14.9 MB)
11 Named Entity Recognition RNN in Theano.mp4 (5.4 MB)
12 Named Entity Recognition RNN in Tensorflow.mp4 (28.53 MB)
13 Hyperparameter Challenge II.mp4 (3.83 MB)
1 Recursive Neural Networks Section Introduction.mp4 (37.39 MB)
2 Sentences as Trees.mp4 (24.19 MB)
3 Data Description for Recursive Neural Networks.mp4 (11.55 MB)
4 What are Recursive Neural Networks Tree Neural Networks (TNNs).mp4 (9.51 MB)
5 Building a TNN with Recursion.mp4 (8.09 MB)
6 Trees to Sequences.mp4 (11.16 MB)
7 Recursive Neural Network in Theano.mp4 (52.51 MB)
8 Recursive Neural Tensor Networks.mp4 (11.09 MB)
9 RNTN in Tensorflow (Tips).mp4 (49.5 MB)
10 RNTN in Tensorflow (Code).mp4 (133.42 MB)
11 Recursive Neural Network in TensorFlow with Recursion.mp4 (12.74 MB)
1 (Review) Theano Basics.mp4 (93.44 MB)
2 (Review) Theano Neural Network in Code.mp4 (87.02 MB)
3 (Review) Tensorflow Basics.mp4 (81.45 MB)
4 (Review) Tensorflow Neural Network in Code.mp4 (97.36 MB)
1 (Legacy) What is a word embedding.mp4 (18 MB)
2 (Legacy) Using pre-trained word embeddings.mp4 (4.05 MB)
3 (Legacy) Word analogies using word embeddings.mp4 (6.61 MB)
4 (Legacy) TF-IDF and t-SNE experiment.mp4 (26.75 MB)
5 (Legacy) Word2Vec introduction.mp4 (8.82 MB)
1 What is the Appendix.mp4 (5.45 MB)
2 How to install wp2txt or WikiExtractor py.mp4 (3.77 MB)
3 Windows-Focused Environment Setup 2018.mp4 (186.39 MB)
4 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 (43.92 MB)
5 How to Code by Yourself (part 1).mp4 (24.54 MB)
6 How to Code by Yourself (part 2).mp4 (14.8 MB)
7 How to Succeed in this Course (Long Version).mp4 (12.99 MB)
8 Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 (38.95 MB)
9 Proof that using Jupyter Notebook is the same as not using it.mp4 (78.26 MB)
10 BONUS Where to get Udemy coupons and FREE deep learning material.mp4 (4.02 MB)
11 Python 2 vs Python 3.mp4 (7.83 MB)
12 Is Theano Dead.mp4 (17.81 MB)
13 What order should I take your courses in (part 1).mp4 (29.32 MB)
14 What order should I take your courses in (part 2).mp4 (37.62 MB)]
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