Name                                                                                 Size  
 Parent Directory                                                                       -   
 1.1 Course Resources.html                                                            122   
 1. How to Translate a Business Problem into a Machine Learning Problem.mp4            42M  
 1. How to Translate a Business Problem into a Machine Learning Problem.srt           9.7K  
 2.1 SpamData.zip                                                                      21M  
 2. Gathering Email Data and Working with Archives & Text Editors.mp4                 112M  
 2. Gathering Email Data and Working with Archives & Text Editors.srt                  14K  
 3. How to Add the Lesson Resources to the Project.mp4                                 29M  
 3. How to Add the Lesson Resources to the Project.srt                                5.0K  
 4. The Naive Bayes Algorithm and the Decision Boundary for a Classifier.mp4           33M  
 4. The Naive Bayes Algorithm and the Decision Boundary for a Classifier.srt          6.1K  
 5. Basic Probability.mp4                                                              29M  
 5. Basic Probability.srt                                                             5.3K  
 6. Joint & Conditional Probability.mp4                                               142M  
 6. Joint & Conditional Probability.srt                                                20K  
 7. Bayes Theorem.mp4                                                                  84M  
 7. Bayes Theorem.srt                                                                  15K  
 8. Reading Files (Part 1) Absolute Paths and Relative Paths.mp4                       61M  
 8. Reading Files (Part 1) Absolute Paths and Relative Paths.srt                       12K  
 9. Reading Files (Part 2) Stream Objects and Email Structure.mp4                     104M  
 9. Reading Files (Part 2) Stream Objects and Email Structure.srt                      15K  
 10. Extracting the Text in the Email Body.mp4                                         47M  
 10. Extracting the Text in the Email Body.srt                                        6.0K  
 11. [Python] - Generator Functions & the yield Keyword.mp4                           133M  
 11. [Python] - Generator Functions & the yield Keyword.srt                            22K  
 12. Create a Pandas DataFrame of Email Bodies.mp4                                     49M  
 12. Create a Pandas DataFrame of Email Bodies.srt                                    7.2K  
 13. Cleaning Data (Part 1) Check for Empty Emails & Null Entries.mp4                 122M  
 13. Cleaning Data (Part 1) Check for Empty Emails & Null Entries.srt                  18K  
 14. Cleaning Data (Part 2) Working with a DataFrame Index.mp4                         62M  
 14. Cleaning Data (Part 2) Working with a DataFrame Index.srt                        9.2K  
 15. Saving a JSON File with Pandas.mp4                                                56M  
 15. Saving a JSON File with Pandas.srt                                               6.9K  
 16. Data Visualisation (Part 1) Pie Charts.mp4                                        91M  
 16. Data Visualisation (Part 1) Pie Charts.srt                                        16K  
 17. Data Visualisation (Part 2) Donut Charts.mp4                                      62M  
 17. Data Visualisation (Part 2) Donut Charts.srt                                     9.6K  
 18. Introduction to Natural Language Processing (NLP).mp4                             51M  
 18. Introduction to Natural Language Processing (NLP).srt                            8.2K  
 19. Tokenizing, Removing Stop Words and the Python Set Data Structure.mp4            118M  
 19. Tokenizing, Removing Stop Words and the Python Set Data Structure.srt             19K  
 20. Word Stemming & Removing Punctuation.mp4                                          71M  
 20. Word Stemming & Removing Punctuation.srt                                          11K  
 21. Removing HTML tags with BeautifulSoup.mp4                                         96M  
 21. Removing HTML tags with BeautifulSoup.srt                                         11K  
 22. Creating a Function for Text Processing.mp4                                       54M  
 22. Creating a Function for Text Processing.srt                                      8.4K  
 23. A Note for the Next Lesson.html                                                  476   
 24. Advanced Subsetting on DataFrames the apply() Function.mp4                        83M  
 24. Advanced Subsetting on DataFrames the apply() Function.srt                        14K  
 25. [Python] - Logical Operators to Create Subsets and Indices.mp4                    86M  
 25. [Python] - Logical Operators to Create Subsets and Indices.srt                    15K  
 26. Word Clouds & How to install Additional Python Packages.mp4                       79M  
 26. Word Clouds & How to install Additional Python Packages.srt                       12K  
 27. Creating your First Word Cloud.mp4                                                98M  
 27. Creating your First Word Cloud.srt                                                14K  
 28. Styling the Word Cloud with a Mask.mp4                                           131M  
 28. Styling the Word Cloud with a Mask.srt                                            17K  
 29. Solving the Hamlet Challenge.mp4                                                  57M  
 29. Solving the Hamlet Challenge.srt                                                 6.0K  
 30. Styling Word Clouds with Custom Fonts.mp4                                        127M  
 30. Styling Word Clouds with Custom Fonts.srt                                         15K  
 31. Create the Vocabulary for the Spam Classifier.mp4                                107M  
 31. Create the Vocabulary for the Spam Classifier.srt                                 18K  
 32. Coding Challenge Check for Membership in a Collection.mp4                         32M  
 32. Coding Challenge Check for Membership in a Collection.srt                        6.1K  
 33. Coding Challenge Find the Longest Email.mp4                                       54M  
 33. Coding Challenge Find the Longest Email.srt                                      7.5K  
 34. Sparse Matrix (Part 1) Split the Training and Testing Data.mp4                    88M  
 34. Sparse Matrix (Part 1) Split the Training and Testing Data.srt                    15K  
 35. Sparse Matrix (Part 2) Data Munging with Nested Loops.mp4                        137M  
 35. Sparse Matrix (Part 2) Data Munging with Nested Loops.srt                         22K  
 36. Sparse Matrix (Part 3) Using groupby() and Saving .txt Files.mp4                  80M  
 36. Sparse Matrix (Part 3) Using groupby() and Saving .txt Files.srt                  12K  
 37. Coding Challenge Solution Preparing the Test Data.mp4                             29M  
 37. Coding Challenge Solution Preparing the Test Data.srt                            4.5K  
 38. Checkpoint Understanding the Data.mp4                                             96M  
 38. Checkpoint Understanding the Data.srt                                             14K  
 39.1 06 Bayes Classifier - Pre-Processing.ipynb.zip                                  1.0M  
 39. Download the Complete Notebook Here.html                                         242   
 40. Any Feedback on this Section.html                                                519   

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