| 文件 | 大小 |
|---|
| 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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