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Download Natural Language Processing - Probability Models in Python

Natural Language Processing Probability Models in Python

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Natural Language Processing - Probability Models in Python

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Total Size

827.1 MB

Total Files

90

Last Seen

2025-07-02 00:16

Hash

1AC0F301BEFA66D3B27E110EE7FEF1E3B6CF97F7

/Chapter 3 Spam Detection/

006. Spam Detection in Python.mp4

56.2 MB

001. Spam Detection - Problem Description.en.srt

9.5 KB

001. Spam Detection - Problem Description.mp4

15.8 MB

002. Naive Bayes Intuition.en.srt

16.4 KB

002. Naive Bayes Intuition.mp4

27.5 MB

003. Spam Detection - Exercise Prompt.en.srt

2.9 KB

003. Spam Detection - Exercise Prompt.mp4

4.5 MB

004. Aside Class Imbalance, ROC, AUC, and F1 Score (pt 1).en.srt

18.4 KB

004. Aside Class Imbalance, ROC, AUC, and F1 Score (pt 1).mp4

30.6 MB

005. Aside Class Imbalance, ROC, AUC, and F1 Score (pt 2).en.srt

15.3 KB

005. Aside Class Imbalance, ROC, AUC, and F1 Score (pt 2).mp4

28.0 MB

006. Spam Detection in Python.en.srt

21.0 KB

/Chapter 1 Welcome/

001. Introduction and Outline.mp4

19.9 MB

002. Special Offer.en.srt

1.7 KB

002. Special Offer.mp4

3.3 MB

001. Introduction and Outline.en.srt

12.3 KB

/Chapter 2 Getting Set Up/

001. Where To Get the Code.en.srt

4.1 KB

001. Where To Get the Code.mp4

7.4 MB

002. How To Succeed in This Course.en.srt

4.8 KB

002. How To Succeed in This Course.mp4

6.6 MB

/Chapter 4 Sentiment Analysis/

001. Sentiment Analysis - Problem Description.en.srt

10.7 KB

001. Sentiment Analysis - Problem Description.mp4

20.8 MB

002. Logistic Regression Intuition (pt 1).en.srt

24.5 KB

002. Logistic Regression Intuition (pt 1).mp4

35.8 MB

003. Multiclass Logistic Regression (pt 2).en.srt

9.1 KB

003. Multiclass Logistic Regression (pt 2).mp4

13.5 MB

004. Logistic Regression Training and Interpretation.en.srt

11.6 KB

004. Logistic Regression Training and Interpretation.mp4

21.4 MB

005. Sentiment Analysis - Exercise Prompt.en.srt

5.7 KB

005. Sentiment Analysis - Exercise Prompt.mp4

8.9 MB

006. Sentiment Analysis in Python (pt 1).en.srt

12.4 KB

006. Sentiment Analysis in Python (pt 1).mp4

31.1 MB

007. Sentiment Analysis in Python (pt 2).en.srt

10.0 KB

007. Sentiment Analysis in Python (pt 2).mp4

24.9 MB

/Chapter 5 Text Summarization/

001. Text Summarization Section Introduction.en.srt

8.2 KB

001. Text Summarization Section Introduction.mp4

13.3 MB

002. Text Summarization Using Vectors.en.srt

7.7 KB

002. Text Summarization Using Vectors.mp4

13.4 MB

003. Text Summarization Exercise Prompt.en.srt

2.4 KB

003. Text Summarization Exercise Prompt.mp4

4.1 MB

004. Text Summarization in Python.en.srt

16.6 KB

004. Text Summarization in Python.mp4

39.1 MB

005. TextRank Intuition.en.srt

12.0 KB

005. TextRank Intuition.mp4

22.3 MB

006. TextRank - How It Really Works (Advanced).en.srt

14.7 KB

006. TextRank - How It Really Works (Advanced).mp4

25.9 MB

007. TextRank Exercise Prompt (Advanced).en.srt

1.8 KB

007. TextRank Exercise Prompt (Advanced).mp4

3.6 MB

008. TextRank in Python (Advanced).en.srt

18.9 KB

008. TextRank in Python (Advanced).mp4

40.9 MB

009. Text Summarization in Python - The Easy Way (Beginner).en.srt

8.3 KB

009. Text Summarization in Python - The Easy Way (Beginner).mp4

21.9 MB

010. Text Summarization Section Summary.en.srt

4.7 KB

010. Text Summarization Section Summary.mp4

9.5 MB

/Chapter 6 Topic Modeling/

001. Topic Modeling Section Introduction.en.srt

4.6 KB

001. Topic Modeling Section Introduction.mp4

8.8 MB

002. Latent Dirichlet Allocation (LDA) - Essentials.en.srt

16.6 KB

002. Latent Dirichlet Allocation (LDA) - Essentials.mp4

28.0 MB

003. LDA - Code Preparation.en.srt

5.3 KB

003. LDA - Code Preparation.mp4

7.9 MB

004. LDA - Maybe Useful Picture (Optional).en.srt

2.6 KB

004. LDA - Maybe Useful Picture (Optional).mp4

4.3 MB

005. Latent Dirichlet Allocation (LDA) - Intuition (Advanced).en.srt

22.0 KB

005. Latent Dirichlet Allocation (LDA) - Intuition (Advanced).mp4

33.1 MB

006. Topic Modeling with Latent Dirichlet Allocation (LDA) in Python.en.srt

14.0 KB

006. Topic Modeling with Latent Dirichlet Allocation (LDA) in Python.mp4

36.6 MB

007. Non-Negative Matrix Factorization (NMF) Intuition.en.srt

15.0 KB

007. Non-Negative Matrix Factorization (NMF) Intuition.mp4

26.1 MB

008. Topic Modeling with Non-Negative Matrix Factorization (NMF) in Python.en.srt

5.2 KB

008. Topic Modeling with Non-Negative Matrix Factorization (NMF) in Python.mp4

17.4 MB

009. Topic Modeling Section Summary.en.srt

2.1 KB

009. Topic Modeling Section Summary.mp4

4.7 MB

/Chapter 7 Latent Semantic Analysis (Latent Semantic Indexing)/

001. LSA LSI Section Introduction.en.srt

5.6 KB

001. LSA LSI Section Introduction.mp4

10.3 MB

002. SVD (Singular Value Decomposition) Intuition.en.srt

17.2 KB

002. SVD (Singular Value Decomposition) Intuition.mp4

38.7 MB

003. LSA LSI Applying SVD to NLP.en.srt

11.0 KB

003. LSA LSI Applying SVD to NLP.mp4

18.3 MB

004. Latent Semantic Analysis Latent Semantic Indexing in Python.en.srt

10.8 KB

004. Latent Semantic Analysis Latent Semantic Indexing in Python.mp4

27.4 MB

005. LSA LSI Exercises.en.srt

8.1 KB

005. LSA LSI Exercises.mp4

15.0 MB

/z.9781836201854_Code/

CBOW_in_TF2_Packt.ipynb

4.8 KB

CNN_Text_Classification_Packt.ipynb

3.6 KB

Linear_Regression_Packt.ipynb

15.2 KB

NER_TF2_Packt.ipynb

5.5 KB

POS_Tagging_Packt.ipynb

8.1 KB

RNN_Text_Classification_Packt.ipynb

4.3 KB

TF2_ANN_with_TFIDF_Packt.ipynb

3.6 KB

TF2_Classification_Packt.ipynb

31.8 KB

 

Total files 90


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