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[GigaCourse.Com] Udemy - Machine Learning Natural Language Processing in Python (V2)
magnet:?xt=urn:btih:da136be1d6036493969835657cafbbe9a8a68688&dn=[GigaCourse.Com] Udemy - Machine Learning Natural Language Processing in Python (V2)
磁力链接详情
Hash值:
da136be1d6036493969835657cafbbe9a8a68688
点击数:
148
文件大小:
6.59 GB
文件数量:
153
创建日期:
2023-3-2 10:32
最后访问:
2024-5-17 13:19
访问标签:
GigaCourse
Com
Udemy
-
Machine
Learning
Natural
Language
Processing
in
Python
V2
文件列表详情
01 - Introduction/001 Introduction and Outline.mp4 72.97 MB
01 - Introduction/002 Are You Beginner, Intermediate, or Advanced All are OK!.mp4 26.66 MB
02 - Getting Set Up/001 Get Your Hands Dirty, Practical Coding Experience, Data Links.mp4 43.56 MB
02 - Getting Set Up/002 How to use Github & Extra Coding Tips (Optional).mp4 63.88 MB
03 - Vector Models and Text Preprocessing/001 Vector Models & Text Preprocessing Intro.mp4 17.52 MB
03 - Vector Models and Text Preprocessing/002 Basic Definitions for NLP.mp4 28.36 MB
03 - Vector Models and Text Preprocessing/003 What is a Vector.mp4 48.93 MB
03 - Vector Models and Text Preprocessing/004 Bag of Words.mp4 13.85 MB
03 - Vector Models and Text Preprocessing/005 Count Vectorizer (Theory).mp4 57.43 MB
03 - Vector Models and Text Preprocessing/006 Tokenization.mp4 73.51 MB
03 - Vector Models and Text Preprocessing/007 Stopwords.mp4 23.44 MB
03 - Vector Models and Text Preprocessing/008 Stemming and Lemmatization.mp4 57.92 MB
03 - Vector Models and Text Preprocessing/009 Stemming and Lemmatization Demo.mp4 74.84 MB
03 - Vector Models and Text Preprocessing/010 Count Vectorizer (Code).mp4 101.98 MB
03 - Vector Models and Text Preprocessing/011 Vector Similarity.mp4 45.11 MB
03 - Vector Models and Text Preprocessing/012 TF-IDF (Theory).mp4 58.57 MB
03 - Vector Models and Text Preprocessing/013 (Interactive) Recommender Exercise Prompt.mp4 13.38 MB
03 - Vector Models and Text Preprocessing/014 TF-IDF (Code).mp4 124.92 MB
03 - Vector Models and Text Preprocessing/015 Word-to-Index Mapping.mp4 47.58 MB
03 - Vector Models and Text Preprocessing/016 How to Build TF-IDF From Scratch.mp4 79.79 MB
03 - Vector Models and Text Preprocessing/017 Neural Word Embeddings.mp4 45.54 MB
03 - Vector Models and Text Preprocessing/018 Neural Word Embeddings Demo.mp4 66.84 MB
03 - Vector Models and Text Preprocessing/019 Vector Models & Text Preprocessing Summary.mp4 20.85 MB
03 - Vector Models and Text Preprocessing/020 Text Summarization Preview.mp4 6.28 MB
03 - Vector Models and Text Preprocessing/021 How To Do NLP In Other Languages.mp4 55.96 MB
03 - Vector Models and Text Preprocessing/022 Suggestion Box.mp4 27.16 MB
04 - Probabilistic Models (Introduction)/001 Probabilistic Models (Introduction).mp4 26.91 MB
05 - Markov Models (Intermediate)/001 Markov Models Section Introduction.mp4 13.09 MB
05 - Markov Models (Intermediate)/002 The Markov Property.mp4 32.25 MB
05 - Markov Models (Intermediate)/003 The Markov Model.mp4 45.84 MB
05 - Markov Models (Intermediate)/004 Probability Smoothing and Log-Probabilities.mp4 34.06 MB
05 - Markov Models (Intermediate)/005 Building a Text Classifier (Theory).mp4 28.92 MB
05 - Markov Models (Intermediate)/006 Building a Text Classifier (Exercise Prompt).mp4 29.36 MB
05 - Markov Models (Intermediate)/007 Building a Text Classifier (Code pt 1).mp4 57.68 MB
05 - Markov Models (Intermediate)/008 Building a Text Classifier (Code pt 2).mp4 72.22 MB
05 - Markov Models (Intermediate)/009 Language Model (Theory).mp4 44.96 MB
05 - Markov Models (Intermediate)/010 Language Model (Exercise Prompt).mp4 28.8 MB
05 - Markov Models (Intermediate)/011 Language Model (Code pt 1).mp4 62.83 MB
05 - Markov Models (Intermediate)/012 Language Model (Code pt 2).mp4 52.43 MB
05 - Markov Models (Intermediate)/013 Markov Models Section Summary.mp4 15.56 MB
06 - Article Spinner (Intermediate)/001 Article Spinning - Problem Description.mp4 41.92 MB
06 - Article Spinner (Intermediate)/002 Article Spinning - N-Gram Approach.mp4 15.92 MB
06 - Article Spinner (Intermediate)/003 Article Spinner Exercise Prompt.mp4 24.62 MB
06 - Article Spinner (Intermediate)/004 Article Spinner in Python (pt 1).mp4 95.89 MB
06 - Article Spinner (Intermediate)/005 Article Spinner in Python (pt 2).mp4 75.37 MB
06 - Article Spinner (Intermediate)/006 Case Study Article Spinning Gone Wrong.mp4 28.23 MB
07 - Cipher Decryption (Advanced)/001 Section Introduction.mp4 26.32 MB
07 - Cipher Decryption (Advanced)/002 Ciphers.mp4 17.21 MB
07 - Cipher Decryption (Advanced)/003 Language Models (Review).mp4 65.53 MB
07 - Cipher Decryption (Advanced)/004 Genetic Algorithms.mp4 105.16 MB
07 - Cipher Decryption (Advanced)/005 Code Preparation.mp4 20.63 MB
07 - Cipher Decryption (Advanced)/006 Code pt 1.mp4 15.98 MB
07 - Cipher Decryption (Advanced)/007 Code pt 2.mp4 39.13 MB
07 - Cipher Decryption (Advanced)/008 Code pt 3.mp4 29.54 MB
07 - Cipher Decryption (Advanced)/009 Code pt 4.mp4 25.62 MB
07 - Cipher Decryption (Advanced)/010 Code pt 5.mp4 40.96 MB
07 - Cipher Decryption (Advanced)/011 Code pt 6.mp4 39.4 MB
07 - Cipher Decryption (Advanced)/012 Cipher Decryption - Additional Discussion.mp4 14.7 MB
07 - Cipher Decryption (Advanced)/013 Section Conclusion.mp4 24.24 MB
08 - Machine Learning Models (Introduction)/001 Machine Learning Models (Introduction).mp4 29.6 MB
09 - Spam Detection/001 Spam Detection - Problem Description.mp4 31.33 MB
09 - Spam Detection/002 Naive Bayes Intuition.mp4 51.33 MB
09 - Spam Detection/003 Spam Detection - Exercise Prompt.mp4 8.73 MB
09 - Spam Detection/004 Aside Class Imbalance, ROC, AUC, and F1 Score (pt 1).mp4 60.21 MB
09 - Spam Detection/005 Aside Class Imbalance, ROC, AUC, and F1 Score (pt 2).mp4 53.97 MB
09 - Spam Detection/006 Spam Detection in Python.mp4 107.6 MB
10 - Sentiment Analysis/001 Sentiment Analysis - Problem Description.mp4 42.7 MB
10 - Sentiment Analysis/002 Logistic Regression Intuition (pt 1).mp4 63.57 MB
10 - Sentiment Analysis/003 Multiclass Logistic Regression (pt 2).mp4 23.61 MB
10 - Sentiment Analysis/004 Logistic Regression Training and Interpretation (pt 3).mp4 39.63 MB
10 - Sentiment Analysis/005 Sentiment Analysis - Exercise Prompt.mp4 16.55 MB
10 - Sentiment Analysis/006 Sentiment Analysis in Python (pt 1).mp4 63.15 MB
10 - Sentiment Analysis/007 Sentiment Analysis in Python (pt 2).mp4 51.96 MB
11 - Text Summarization/001 Text Summarization Section Introduction.mp4 25.75 MB
11 - Text Summarization/002 Text Summarization Using Vectors.mp4 25.77 MB
11 - Text Summarization/003 Text Summarization Exercise Prompt.mp4 8.1 MB
11 - Text Summarization/004 Text Summarization in Python.mp4 78.15 MB
11 - Text Summarization/005 TextRank Intuition.mp4 45.92 MB
11 - Text Summarization/006 TextRank - How It Really Works (Advanced).mp4 49.31 MB
11 - Text Summarization/007 TextRank Exercise Prompt (Advanced).mp4 7.47 MB
11 - Text Summarization/008 TextRank in Python (Advanced).mp4 82.3 MB
11 - Text Summarization/009 Text Summarization in Python - The Easy Way (Beginner).mp4 45.17 MB
11 - Text Summarization/010 Text Summarization Section Summary.mp4 20.1 MB
12 - Topic Modeling/001 Topic Modeling Section Introduction.mp4 17.04 MB
12 - Topic Modeling/002 Latent Dirichlet Allocation (LDA) - Essentials.mp4 55.18 MB
12 - Topic Modeling/003 LDA - Code Preparation.mp4 14.51 MB
12 - Topic Modeling/004 LDA - Maybe Useful Picture (Optional).mp4 8.98 MB
12 - Topic Modeling/005 Latent Dirichlet Allocation (LDA) - Intuition (Advanced).mp4 60.18 MB
12 - Topic Modeling/006 Topic Modeling with Latent Dirichlet Allocation (LDA) in Python.mp4 72.38 MB
12 - Topic Modeling/007 Non-Negative Matrix Factorization (NMF) Intuition.mp4 52.48 MB
12 - Topic Modeling/008 Topic Modeling with Non-Negative Matrix Factorization (NMF) in Python.mp4 36.03 MB
12 - Topic Modeling/009 Topic Modeling Section Summary.mp4 9.81 MB
13 - Latent Semantic Analysis (Latent Semantic Indexing)/001 LSA LSI Section Introduction.mp4 20.95 MB
13 - Latent Semantic Analysis (Latent Semantic Indexing)/002 SVD (Singular Value Decomposition) Intuition.mp4 81.84 MB
13 - Latent Semantic Analysis (Latent Semantic Indexing)/003 LSA LSI Applying SVD to NLP.mp4 34.42 MB
13 - Latent Semantic Analysis (Latent Semantic Indexing)/004 Latent Semantic Analysis Latent Semantic Indexing in Python.mp4 57.55 MB
13 - Latent Semantic Analysis (Latent Semantic Indexing)/005 LSA LSI Exercises.mp4 29.05 MB
14 - Deep Learning (Introduction)/001 Deep Learning Introduction (Intermediate-Advanced).mp4 24.52 MB
15 - The Neuron/001 The Neuron - Section Introduction.mp4 11.01 MB
15 - The Neuron/002 Fitting a Line.mp4 68.61 MB
15 - The Neuron/003 Classification Code Preparation.mp4 32.88 MB
15 - The Neuron/004 Text Classification in Tensorflow.mp4 81.66 MB
15 - The Neuron/005 The Neuron.mp4 45.25 MB
15 - The Neuron/006 How does a model learn.mp4 51.58 MB
15 - The Neuron/007 The Neuron - Section Summary.mp4 10.31 MB
16 - Feedforward Artificial Neural Networks/001 ANN - Section Introduction.mp4 38.63 MB
16 - Feedforward Artificial Neural Networks/002 Forward Propagation.mp4 46.72 MB
16 - Feedforward Artificial Neural Networks/003 The Geometrical Picture.mp4 56.53 MB
16 - Feedforward Artificial Neural Networks/004 Activation Functions.mp4 89.31 MB
16 - Feedforward Artificial Neural Networks/005 Multiclass Classification.mp4 44.41 MB
16 - Feedforward Artificial Neural Networks/006 ANN Code Preparation.mp4 20.14 MB
16 - Feedforward Artificial Neural Networks/007 Text Classification ANN in Tensorflow.mp4 36.12 MB
16 - Feedforward Artificial Neural Networks/008 Text Preprocessing Code Preparation.mp4 49.99 MB
16 - Feedforward Artificial Neural Networks/009 Text Preprocessing in Tensorflow.mp4 30.93 MB
16 - Feedforward Artificial Neural Networks/010 Embeddings.mp4 42.28 MB
16 - Feedforward Artificial Neural Networks/011 CBOW (Advanced).mp4 15.77 MB
16 - Feedforward Artificial Neural Networks/012 CBOW Exercise Prompt.mp4 5.02 MB
16 - Feedforward Artificial Neural Networks/013 CBOW in Tensorflow (Advanced).mp4 117.55 MB
16 - Feedforward Artificial Neural Networks/014 ANN - Section Summary.mp4 7.6 MB
16 - Feedforward Artificial Neural Networks/015 Aside How to Choose Hyperparameters (Optional).mp4 38.07 MB
17 - Convolutional Neural Networks/001 CNN - Section Introduction.mp4 25.62 MB
17 - Convolutional Neural Networks/002 What is Convolution.mp4 79.86 MB
17 - Convolutional Neural Networks/003 What is Convolution (Pattern Matching).mp4 24.62 MB
17 - Convolutional Neural Networks/004 What is Convolution (Weight Sharing).mp4 28.83 MB
17 - Convolutional Neural Networks/005 Convolution on Color Images.mp4 75.19 MB
17 - Convolutional Neural Networks/006 CNN Architecture.mp4 89.28 MB
17 - Convolutional Neural Networks/007 CNNs for Text.mp4 40.48 MB
17 - Convolutional Neural Networks/008 Convolutional Neural Network for NLP in Tensorflow.mp4 42.04 MB
17 - Convolutional Neural Networks/009 CNN - Section Summary.mp4 8.19 MB
18 - Recurrent Neural Networks/001 RNN - Section Introduction.mp4 20.9 MB
18 - Recurrent Neural Networks/002 Simple RNN Elman Unit (pt 1).mp4 40.83 MB
18 - Recurrent Neural Networks/003 Simple RNN Elman Unit (pt 2).mp4 41.18 MB
18 - Recurrent Neural Networks/004 RNN Code Preparation.mp4 42.14 MB
18 - Recurrent Neural Networks/005 RNNs Paying Attention to Shapes.mp4 57.17 MB
18 - Recurrent Neural Networks/006 GRU and LSTM (pt 1).mp4 82.25 MB
18 - Recurrent Neural Networks/007 GRU and LSTM (pt 2).mp4 50.34 MB
18 - Recurrent Neural Networks/008 RNN for Text Classification in Tensorflow.mp4 45.91 MB
18 - Recurrent Neural Networks/009 Parts-of-Speech (POS) Tagging in Tensorflow.mp4 145.1 MB
18 - Recurrent Neural Networks/010 Named Entity Recognition (NER) in Tensorflow.mp4 31.54 MB
18 - Recurrent Neural Networks/011 Exercise Return to CNNs (Advanced).mp4 14.55 MB
18 - Recurrent Neural Networks/012 RNN - Section Summary.mp4 9.09 MB
19 - Setting Up Your Environment FAQ/001 Anaconda Environment Setup.mp4 52.63 MB
19 - Setting Up Your Environment FAQ/002 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 50.9 MB
20 - Extra Help With Python Coding for Beginners FAQ/001 Where to get the code, notebooks, and data.mp4 17.72 MB
20 - Extra Help With Python Coding for Beginners FAQ/002 How to Code by Yourself (part 1).mp4 71.86 MB
20 - Extra Help With Python Coding for Beginners FAQ/003 How to Code by Yourself (part 2).mp4 49.15 MB
20 - Extra Help With Python Coding for Beginners FAQ/004 Proof that using Jupyter Notebook is the same as not using it.mp4 69.42 MB
21 - Effective Learning Strategies for Machine Learning FAQ/001 How to Succeed in this Course (Long Version).mp4 17.87 MB
21 - Effective Learning Strategies for Machine Learning FAQ/002 Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 38.95 MB
21 - Effective Learning Strategies for Machine Learning FAQ/003 Machine Learning and AI Prerequisite Roadmap (pt 1).mp4 79.67 MB
21 - Effective Learning Strategies for Machine Learning FAQ/004 Machine Learning and AI Prerequisite Roadmap (pt 2).mp4 108.15 MB
22 - Appendix FAQ Finale/001 What is the Appendix.mp4 16.39 MB
22 - Appendix FAQ Finale/002 BONUS.mp4 39.88 MB
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