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Torrent Details For "Udemy - Natural Language Processing with Deep Learning in Python"

Udemy - Natural Language Processing with Deep Learning in Python

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Name:	Udemy - Natural Language Processing with Deep Learning in Python
Description: In this course we are going to look at advanced NLP. Previously, you learned about some of the basics, like how many NLP problems are just regular machine learning and data science problems in disguise, and simple, practical methods like bag-of-words and term-document matrices. These allowed us to do some pretty cool things, like detect spam emails, write poetry, spin articles, and group together similar words.
YouTube Video:
Category:	Tutorials
Language:	English
Total Size:	3.54 GB
Info Hash:	7702EF015853F45369B4EF15363D46BD31826A11
Added By:	fclab16
Date Added:	2019-02-15 06:06:08
Torrent Status:	Torrent Verified

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File List:

File	Size
1. Outline, Review, and Logistical Things/1. Introduction, Outline, and Review.mp4	37.13 MB
1. Outline, Review, and Logistical Things/1. Introduction, Outline, and Review.vtt	7.69 kB
1. Outline, Review, and Logistical Things/2. Where to get the code data for this course.mp4	6.50 MB
1. Outline, Review, and Logistical Things/2. Where to get the code data for this course.vtt	6.51 MB
1. Outline, Review, and Logistical Things/3. How to Succeed in this Course.mp4	3.30 MB
1. Outline, Review, and Logistical Things/3. How to Succeed in this Course.vtt	3.49 kB
1. Outline, Review, and Logistical Things/4. Tensorflow or Theano - Your Choice!.mp4	18.58 MB
1. Outline, Review, and Logistical Things/4. Tensorflow or Theano - Your Choice!.vtt	4.75 kB
10. Legacy Word2vec Lectures/1. (Legacy) What is a word embedding.mp4	18.00 MB
10. Legacy Word2vec Lectures/1. (Legacy) What is a word embedding.vtt	12.41 kB
10. Legacy Word2vec Lectures/2. (Legacy) Using pre-trained word embeddings.mp4	4.05 MB
10. Legacy Word2vec Lectures/2. (Legacy) Using pre-trained word embeddings.vtt	2.86 kB
10. Legacy Word2vec Lectures/3. (Legacy) Word analogies using word embeddings.mp4	6.61 MB
10. Legacy Word2vec Lectures/3. (Legacy) Word analogies using word embeddings.vtt	4.89 kB
10. Legacy Word2vec Lectures/4. (Legacy) TF-IDF and t-SNE experiment.mp4	26.76 MB
10. Legacy Word2vec Lectures/4. (Legacy) TF-IDF and t-SNE experiment.vtt	11.50 kB
10. Legacy Word2vec Lectures/5. (Legacy) Word2Vec introduction.mp4	8.82 MB
10. Legacy Word2vec Lectures/5. (Legacy) Word2Vec introduction.vtt	6.13 kB
11. Appendix/1. What is the Appendix.mp4	5.45 MB
11. Appendix/1. What is the Appendix.vtt	3.28 kB
11. Appendix/10. BONUS Where to get Udemy coupons and FREE deep learning material.mp4	4.02 MB
11. Appendix/10. BONUS Where to get Udemy coupons and FREE deep learning material.vtt	2.99 kB
11. Appendix/11. Python 2 vs Python 3.mp4	7.84 MB
11. Appendix/11. Python 2 vs Python 3.vtt	5.35 kB
11. Appendix/12. Is Theano Dead.mp4	17.81 MB
11. Appendix/12. Is Theano Dead.vtt	17.83 MB
11. Appendix/13. What order should I take your courses in (part 1).mp4	29.33 MB
11. Appendix/13. What order should I take your courses in (part 1).vtt	14.09 kB
11. Appendix/14. What order should I take your courses in (part 2).mp4	37.62 MB
11. Appendix/14. What order should I take your courses in (part 2).vtt	20.24 kB
11. Appendix/2. How to install wp2txt or WikiExtractor.py.mp4	3.77 MB
11. Appendix/2. How to install wp2txt or WikiExtractor.py.vtt	2.87 kB
11. Appendix/3. Windows-Focused Environment Setup 2018.mp4	186.39 MB
11. Appendix/3. Windows-Focused Environment Setup 2018.vtt	17.39 kB
11. Appendix/4. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4	43.92 MB
11. Appendix/4. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt	12.40 kB
11. Appendix/5. How to Code by Yourself (part 1).mp4	24.53 MB
11. Appendix/5. How to Code by Yourself (part 1).vtt	19.78 kB
11. Appendix/6. How to Code by Yourself (part 2).mp4	14.80 MB
11. Appendix/6. How to Code by Yourself (part 2).vtt	11.62 kB
11. Appendix/7. How to Succeed in this Course (Long Version).mp4	12.99 MB
11. Appendix/7. How to Succeed in this Course (Long Version).vtt	12.86 kB
11. Appendix/8. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4	38.95 MB
11. Appendix/8. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt	27.77 kB
11. Appendix/9. Proof that using Jupyter Notebook is the same as not using it.mp4	78.27 MB
11. Appendix/9. Proof that using Jupyter Notebook is the same as not using it.vtt	12.22 kB
2. Beginner's Corner Working with Word Vectors/1. What are vectors.mp4	35.35 MB
2. Beginner's Corner Working with Word Vectors/1. What are vectors.vtt	9.08 kB
2. Beginner's Corner Working with Word Vectors/2. What is a word analogy.mp4	31.21 MB
2. Beginner's Corner Working with Word Vectors/2. What is a word analogy.vtt	8.99 kB
2. Beginner's Corner Working with Word Vectors/3. Trying to find and assess word vectors using TF-IDF and t-SNE.mp4	32.14 MB
2. Beginner's Corner Working with Word Vectors/3. Trying to find and assess word vectors using TF-IDF and t-SNE.vtt	7.34 kB
2. Beginner's Corner Working with Word Vectors/4. Pretrained word vectors from GloVe.mp4	97.50 MB
2. Beginner's Corner Working with Word Vectors/4. Pretrained word vectors from GloVe.vtt	12.29 kB
2. Beginner's Corner Working with Word Vectors/5. Pretrained word vectors from word2vec.mp4	63.24 MB
2. Beginner's Corner Working with Word Vectors/5. Pretrained word vectors from word2vec.vtt	63.25 MB
2. Beginner's Corner Working with Word Vectors/6. Text Classification with word vectors.mp4	20.62 MB
2. Beginner's Corner Working with Word Vectors/6. Text Classification with word vectors.vtt	4.80 kB
2. Beginner's Corner Working with Word Vectors/7. Text Classification in Code.mp4	54.60 MB
2. Beginner's Corner Working with Word Vectors/7. Text Classification in Code.vtt	6.41 kB
2. Beginner's Corner Working with Word Vectors/8. Using pretrained vectors later in the course.mp4	13.87 MB
2. Beginner's Corner Working with Word Vectors/8. Using pretrained vectors later in the course.vtt	3.81 kB
3. Review of Language Modeling and Neural Networks/1. Review Section Intro.mp4	5.55 MB
3. Review of Language Modeling and Neural Networks/1. Review Section Intro.vtt	3.77 kB
3. Review of Language Modeling and Neural Networks/10. Review Section Summary.mp4	2.98 MB
3. Review of Language Modeling and Neural Networks/10. Review Section Summary.vtt	3.83 kB
3. Review of Language Modeling and Neural Networks/2. Bigrams and Language Models.mp4	12.24 MB
3. Review of Language Modeling and Neural Networks/2. Bigrams and Language Models.vtt	15.07 kB
3. Review of Language Modeling and Neural Networks/3. Bigrams in Code.mp4	17.89 MB
3. Review of Language Modeling and Neural Networks/3. Bigrams in Code.vtt	15.13 kB
3. Review of Language Modeling and Neural Networks/4. Neural Bigram Model.mp4	39.72 MB
3. Review of Language Modeling and Neural Networks/4. Neural Bigram Model.vtt	8.54 kB
3. Review of Language Modeling and Neural Networks/5. Neural Bigram Model in Code.mp4	8.30 MB
3. Review of Language Modeling and Neural Networks/5. Neural Bigram Model in Code.vtt	6.88 kB
3. Review of Language Modeling and Neural Networks/6. Neural Network Bigram Model.mp4	8.03 MB
3. Review of Language Modeling and Neural Networks/6. Neural Network Bigram Model.vtt	9.94 kB
3. Review of Language Modeling and Neural Networks/7. Neural Network Bigram Model in Code.mp4	5.17 MB
3. Review of Language Modeling and Neural Networks/7. Neural Network Bigram Model in Code.vtt	3.52 kB
3. Review of Language Modeling and Neural Networks/8. Improving Efficiency.mp4	11.92 MB
3. Review of Language Modeling and Neural Networks/8. Improving Efficiency.vtt	15.30 kB
3. Review of Language Modeling and Neural Networks/9. Improving Efficiency in Code.mp4	6.75 MB
3. Review of Language Modeling and Neural Networks/9. Improving Efficiency in Code.vtt	5.03 kB
4. Word Embeddings and Word2Vec/1. Return of the Bigram.mp4	11.50 MB
4. Word Embeddings and Word2Vec/1. Return of the Bigram.vtt	3.33 kB
4. Word Embeddings and Word2Vec/10. Word2Vec in Code with Numpy.mp4	108.24 MB
4. Word Embeddings and Word2Vec/10. Word2Vec in Code with Numpy.vtt	10.26 kB
4. Word Embeddings and Word2Vec/11. Word2Vec Tensorflow Implementation Details.mp4	12.83 MB
4. Word Embeddings and Word2Vec/11. Word2Vec Tensorflow Implementation Details.vtt	12.84 MB
4. Word Embeddings and Word2Vec/12. Word2Vec Tensorflow in Code.mp4	44.15 MB
4. Word Embeddings and Word2Vec/12. Word2Vec Tensorflow in Code.vtt	3.20 kB
4. Word Embeddings and Word2Vec/13. How to update only part of a Theano shared variable.mp4	9.19 MB
4. Word Embeddings and Word2Vec/13. How to update only part of a Theano shared variable.vtt	6.92 kB
4. Word Embeddings and Word2Vec/14. Word2Vec in Code with Theano.mp4	31.05 MB
4. Word Embeddings and Word2Vec/14. Word2Vec in Code with Theano.vtt	6.42 kB
4. Word Embeddings and Word2Vec/15. Alternative to Wikipedia Data Brown Corpus.mp4	12.49 MB
4. Word Embeddings and Word2Vec/15. Alternative to Wikipedia Data Brown Corpus.vtt	7.01 kB
4. Word Embeddings and Word2Vec/2. CBOW.mp4	36.50 MB
4. Word Embeddings and Word2Vec/2. CBOW.vtt	9.00 kB
4. Word Embeddings and Word2Vec/3. Skip-Gram.mp4	16.06 MB
4. Word Embeddings and Word2Vec/3. Skip-Gram.vtt	4.52 kB
4. Word Embeddings and Word2Vec/4. Hierarchical Softmax.mp4	31.24 MB
4. Word Embeddings and Word2Vec/4. Hierarchical Softmax.vtt	53.88 MB
4. Word Embeddings and Word2Vec/5. Negative Sampling.mp4	59.18 MB
4. Word Embeddings and Word2Vec/5. Negative Sampling.vtt	15.76 kB
4. Word Embeddings and Word2Vec/6. Negative Sampling - Important Details.mp4	18.67 MB
4. Word Embeddings and Word2Vec/6. Negative Sampling - Important Details.vtt	5.86 kB
4. Word Embeddings and Word2Vec/7. Why do I have 2 word embedding matrices and what do I do with them.mp4	5.50 MB
4. Word Embeddings and Word2Vec/7. Why do I have 2 word embedding matrices and what do I do with them.vtt	2.56 kB
4. Word Embeddings and Word2Vec/8. Word2Vec implementation tricks.mp4	15.67 MB
4. Word Embeddings and Word2Vec/8. Word2Vec implementation tricks.vtt	5.40 kB
4. Word Embeddings and Word2Vec/9. Word2Vec implementation outline.mp4	14.46 MB
4. Word Embeddings and Word2Vec/9. Word2Vec implementation outline.vtt	34.92 MB
5. Word Embeddings using GloVe/1. GloVe Section Introduction.mp4	17.24 MB
5. Word Embeddings using GloVe/1. GloVe Section Introduction.vtt	2.57 kB
5. Word Embeddings using GloVe/10. GloVe in Code - Theano Gradient Descent.mp4	44.03 MB
5. Word Embeddings using GloVe/10. GloVe in Code - Theano Gradient Descent.vtt	2.34 kB
5. Word Embeddings using GloVe/11. GloVe in Tensorflow with Gradient Descent.mp4	74.91 MB
5. Word Embeddings using GloVe/11. GloVe in Tensorflow with Gradient Descent.vtt	6.88 kB
5. Word Embeddings using GloVe/12. Visualizing country analogies with t-SNE.mp4	9.18 MB
5. Word Embeddings using GloVe/12. Visualizing country analogies with t-SNE.vtt	3.24 kB
5. Word Embeddings using GloVe/13. Hyperparameter Challenge.mp4	4.04 MB
5. Word Embeddings using GloVe/13. Hyperparameter Challenge.vtt	2.90 kB
5. Word Embeddings using GloVe/14. Training GloVe with SVD (Singular Value Decomposition).mp4	51.98 MB
5. Word Embeddings using GloVe/14. Training GloVe with SVD (Singular Value Decomposition).vtt	10.89 kB
5. Word Embeddings using GloVe/2. Matrix Factorization for Recommender Systems - Basic Concepts.mp4	90.16 MB
5. Word Embeddings using GloVe/2. Matrix Factorization for Recommender Systems - Basic Concepts.vtt	23.44 kB
5. Word Embeddings using GloVe/3. Matrix Factorization Training.mp4	28.75 MB
5. Word Embeddings using GloVe/3. Matrix Factorization Training.vtt	8.78 kB
5. Word Embeddings using GloVe/4. Expanding the Matrix Factorization Model.mp4	40.94 MB
5. Word Embeddings using GloVe/4. Expanding the Matrix Factorization Model.vtt	10.28 kB
5. Word Embeddings using GloVe/5. Regularization for Matrix Factorization.mp4	22.30 MB
5. Word Embeddings using GloVe/5. Regularization for Matrix Factorization.vtt	6.50 kB
5. Word Embeddings using GloVe/6. GloVe - Global Vectors for Word Representation.mp4	7.06 MB
5. Word Embeddings using GloVe/6. GloVe - Global Vectors for Word Representation.vtt	5.09 kB
5. Word Embeddings using GloVe/7. Recap of ways to train GloVe.mp4	15.99 MB
5. Word Embeddings using GloVe/7. Recap of ways to train GloVe.vtt	2.85 kB
5. Word Embeddings using GloVe/8. GloVe in Code - Numpy Gradient Descent.mp4	41.85 MB
5. Word Embeddings using GloVe/8. GloVe in Code - Numpy Gradient Descent.vtt	12.93 kB
5. Word Embeddings using GloVe/9. GloVe in Code - Alternating Least Squares.mp4	11.65 MB
5. Word Embeddings using GloVe/9. GloVe in Code - Alternating Least Squares.vtt	2.66 kB
6. Unifying Word2Vec and GloVe/1. Pointwise Mutual Information - Word2Vec as Matrix Factorization.mp4	53.27 MB
6. Unifying Word2Vec and GloVe/1. Pointwise Mutual Information - Word2Vec as Matrix Factorization.vtt	53.27 MB
6. Unifying Word2Vec and GloVe/2. PMI in Code.mp4	73.12 MB
6. Unifying Word2Vec and GloVe/2. PMI in Code.vtt	7.37 kB
7. Using Neural Networks to Solve NLP Problems/1. Parts-of-Speech (POS) Tagging.mp4	7.75 MB
7. Using Neural Networks to Solve NLP Problems/1. Parts-of-Speech (POS) Tagging.vtt	5.95 kB
7. Using Neural Networks to Solve NLP Problems/10. Named Entity Recognition Baseline.mp4	14.91 MB
7. Using Neural Networks to Solve NLP Problems/10. Named Entity Recognition Baseline.vtt	3.89 kB
7. Using Neural Networks to Solve NLP Problems/11. Named Entity Recognition RNN in Theano.mp4	5.39 MB
7. Using Neural Networks to Solve NLP Problems/11. Named Entity Recognition RNN in Theano.vtt	1.47 kB
7. Using Neural Networks to Solve NLP Problems/12. Named Entity Recognition RNN in Tensorflow.mp4	28.54 MB
7. Using Neural Networks to Solve NLP Problems/12. Named Entity Recognition RNN in Tensorflow.vtt	2.12 kB
7. Using Neural Networks to Solve NLP Problems/13. Hyperparameter Challenge II.mp4	3.83 MB
7. Using Neural Networks to Solve NLP Problems/13. Hyperparameter Challenge II.vtt	2.83 kB
7. Using Neural Networks to Solve NLP Problems/2. How can neural networks be used to solve POS tagging.mp4	16.88 MB
7. Using Neural Networks to Solve NLP Problems/2. How can neural networks be used to solve POS tagging.vtt	4.83 kB
7. Using Neural Networks to Solve NLP Problems/3. Parts-of-Speech Tagging Baseline.mp4	39.87 MB
7. Using Neural Networks to Solve NLP Problems/3. Parts-of-Speech Tagging Baseline.vtt	10.75 kB
7. Using Neural Networks to Solve NLP Problems/4. Parts-of-Speech Tagging Recurrent Neural Network in Theano.mp4	34.81 MB
7. Using Neural Networks to Solve NLP Problems/4. Parts-of-Speech Tagging Recurrent Neural Network in Theano.vtt	8.04 kB
7. Using Neural Networks to Solve NLP Problems/5. Parts-of-Speech Tagging Recurrent Neural Network in Tensorflow.mp4	129.45 MB
7. Using Neural Networks to Solve NLP Problems/5. Parts-of-Speech Tagging Recurrent Neural Network in Tensorflow.vtt	14.14 kB
7. Using Neural Networks to Solve NLP Problems/6. How does an HMM solve POS tagging.mp4	45.24 MB
7. Using Neural Networks to Solve NLP Problems/6. How does an HMM solve POS tagging.vtt	9.56 kB
7. Using Neural Networks to Solve NLP Problems/7. Parts-of-Speech Tagging Hidden Markov Model (HMM).mp4	14.39 MB
7. Using Neural Networks to Solve NLP Problems/7. Parts-of-Speech Tagging Hidden Markov Model (HMM).vtt	4.56 kB
7. Using Neural Networks to Solve NLP Problems/8. Named Entity Recognition (NER).mp4	4.96 MB
7. Using Neural Networks to Solve NLP Problems/8. Named Entity Recognition (NER).vtt	3.82 kB
7. Using Neural Networks to Solve NLP Problems/9. Comparing NER and POS tagging.mp4	14.31 MB
7. Using Neural Networks to Solve NLP Problems/9. Comparing NER and POS tagging.vtt	2.30 kB
8. Recursive Neural Networks (Tree Neural Networks)/1. Recursive Neural Networks Section Introduction.mp4	37.40 MB
8. Recursive Neural Networks (Tree Neural Networks)/1. Recursive Neural Networks Section Introduction.vtt	8.40 kB
8. Recursive Neural Networks (Tree Neural Networks)/10. RNTN in Tensorflow (Code).mp4	133.43 MB
8. Recursive Neural Networks (Tree Neural Networks)/10. RNTN in Tensorflow (Code).vtt	133.43 MB
8. Recursive Neural Networks (Tree Neural Networks)/11. Recursive Neural Network in TensorFlow with Recursion.mp4	12.74 MB
8. Recursive Neural Networks (Tree Neural Networks)/11. Recursive Neural Network in TensorFlow with Recursion.vtt	4.78 kB
8. Recursive Neural Networks (Tree Neural Networks)/2. Sentences as Trees.mp4	24.20 MB
8. Recursive Neural Networks (Tree Neural Networks)/2. Sentences as Trees.vtt	6.21 kB
8. Recursive Neural Networks (Tree Neural Networks)/3. Data Description for Recursive Neural Networks.mp4	11.54 MB
8. Recursive Neural Networks (Tree Neural Networks)/3. Data Description for Recursive Neural Networks.vtt	8.89 kB
8. Recursive Neural Networks (Tree Neural Networks)/4. What are Recursive Neural Networks Tree Neural Networks (TNNs).mp4	9.52 MB
8. Recursive Neural Networks (Tree Neural Networks)/4. What are Recursive Neural Networks Tree Neural Networks (TNNs).vtt	7.06 kB
8. Recursive Neural Networks (Tree Neural Networks)/5. Building a TNN with Recursion.mp4	8.10 MB
8. Recursive Neural Networks (Tree Neural Networks)/5. Building a TNN with Recursion.vtt	5.97 kB
8. Recursive Neural Networks (Tree Neural Networks)/6. Trees to Sequences.mp4	11.17 MB
8. Recursive Neural Networks (Tree Neural Networks)/6. Trees to Sequences.vtt	8.02 kB
8. Recursive Neural Networks (Tree Neural Networks)/7. Recursive Neural Network in Theano.mp4	52.51 MB
8. Recursive Neural Networks (Tree Neural Networks)/7. Recursive Neural Network in Theano.vtt	14.09 kB
8. Recursive Neural Networks (Tree Neural Networks)/8. Recursive Neural Tensor Networks.mp4	11.10 MB
8. Recursive Neural Networks (Tree Neural Networks)/8. Recursive Neural Tensor Networks.vtt	7.56 kB
8. Recursive Neural Networks (Tree Neural Networks)/9. RNTN in Tensorflow (Tips).mp4	49.51 MB
8. Recursive Neural Networks (Tree Neural Networks)/9. RNTN in Tensorflow (Tips).vtt	49.53 MB
9. Theano and Tensorflow Basics Review/1. (Review) Theano Basics.mp4	93.45 MB
9. Theano and Tensorflow Basics Review/1. (Review) Theano Basics.vtt	6.31 kB
9. Theano and Tensorflow Basics Review/2. (Review) Theano Neural Network in Code.mp4	87.02 MB
9. Theano and Tensorflow Basics Review/2. (Review) Theano Neural Network in Code.vtt	3.29 kB
9. Theano and Tensorflow Basics Review/3. (Review) Tensorflow Basics.mp4	81.45 MB
9. Theano and Tensorflow Basics Review/3. (Review) Tensorflow Basics.vtt	5.06 kB
9. Theano and Tensorflow Basics Review/4. (Review) Tensorflow Neural Network in Code.mp4	97.37 MB
9. Theano and Tensorflow Basics Review/4. (Review) Tensorflow Neural Network in Code.vtt	4.78 kB
[FreeCourseLab.com].url	126.00 B

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Udemy - Natural Language Processing with Deep Learning in Python