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Category:
Language:
English
Total Size:
2.5 GB
Info Hash:
55903BAFD09E3875D0D16C177067CE62BA9A955B
Added By:
Added:
Feb. 29, 2024, 3:52 p.m.
Stats:
|
(Last updated: May 5, 2025, 3:31 p.m.)
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 182 bytes |
| 1. Introduction.mp4 | 28.1 MB |
| 2. Installing Jupyter.mp4 | 36.8 MB |
| 3. How to download Python files.mp4 | 33.3 MB |
| 1. Import Data.mp4 | 105.0 MB |
| 1.1 File 1.ipynb | 11.6 KB |
| 10. 10 displaying the distribution of the data using a box plot.mp4 | 95.5 MB |
| 10.1 File 10.ipynb | 432.0 KB |
| 11. 11 displaying the distribution of the data by the different categories.mp4 | 133.9 MB |
| 11.1 File 11.ipynb | 535.1 KB |
| 12. 12 visualize the relationship between two variables with jointplot.mp4 | 135.2 MB |
| 12.1 File 12.ipynb | 955.8 KB |
| 13. 13 calculating the correlation matrix of the DataFrame.mp4 | 84.9 MB |
| 13.1 File 13.ipynb | 969.4 KB |
| 14. 14 creating a mask using NumPy.mp4 | 57.2 MB |
| 14.1 File 14.ipynb | 972.2 KB |
| 15. 15 creating a color map using seaborn.mp4 | 33.6 MB |
| 15.1 File 15.ipynb | 978.1 KB |
| 16. 16 creating a heatmap using seaborn.mp4 | 88.8 MB |
| 16.1 File 16.ipynb | 1.0 MB |
| 17. 17 calculating the number of outliers.mp4 | 218.3 MB |
| 17.1 File 17.ipynb | 1.1 MB |
| 18. 18 standardizing features.mp4 | 58.8 MB |
| 18.1 File 18.ipynb | 71.8 KB |
| 19. 19 Hypothesis testing.mp4 | 34.9 MB |
| 19.1 File 19.ipynb | 75.5 KB |
| 2. 2 visualizing missing data in a dataset.mp4 | 34.3 MB |
| 2.1 File 2.ipynb | 90.8 KB |
| 20. 20 Normalization.mp4 | 131.9 MB |
| 20.1 File 20.ipynb | 112.4 KB |
| 21. 21 split the data into training and testing sets.mp4 | 147.0 MB |
| 21.1 File 21.ipynb | 141.8 KB |
| 22. 22 Start traning SVC and Learn Hyperparameters.mp4 | 62.6 MB |
| 22.1 File 22.ipynb | 144.5 KB |
| 23. 23 find the best hyperparameter.mp4 | 100.4 MB |
| 23.1 File 23.ipynb | 147.6 KB |
| 24. 24 make predictions on the test data and avaluate the model.mp4 | 134.8 MB |
| 24.1 File 24.ipynb | 155.4 KB |
| 25. 25 Train RandomForestClassifier.mp4 | 101.8 MB |
| 25.1 File 25.ipynb | 160.2 KB |
| 26. 26 Train XGBClassifier.mp4 | 63.7 MB |
| 26.1 File 26.ipynb | 165.7 KB |
| 27. 27 Train KNeighborsClassifier.mp4 | 47.9 MB |
| 27.1 File 27.ipynb | 171.2 KB |
| 28. 28 Train LGBMClassifier.mp4 | 59.8 MB |
| 28.1 File 28.ipynb | 180.8 KB |
| 29. 29 calculate the (ROC) curve and the (AUC) score.mp4 | 104.9 MB |
| 29.1 File 29.ipynb | 238.0 KB |
| 3. 3 calculating statistical information.mp4 | 57.9 MB |
| 3.1 File 3.ipynb | 101.6 KB |
| 4. 4 checking for duplicate rows in the DataFrame.mp4 | 30.4 MB |
| 4.1 File 4.ipynb | 103.1 KB |
| 5. 5 calculating the number of distinct values in each column.mp4 | 56.2 MB |
| 5.1 File 5.ipynb | 105.6 KB |
| 6. 6 checking for missing or null values in the DataFrame.mp4 | 34.2 MB |
| 6.1 File 6.ipynb | 117.3 KB |
| 7. 7 Cleaning the data.mp4 | 71.2 MB |
| 7.1 File 7.ipynb | 128.0 KB |
| 8. 8 creating a new column called 'Label' in the DataFrame.mp4 | 78.7 MB |
| 8.1 File 8.ipynb | 158.3 KB |
| 9. 9 creating a histogram plot.mp4 | 117.6 MB |
| Bonus Resources.txt | 386 bytes |
Name
DL
Uploader
Size
S/L
Added
-
10.0 MB
[8
/
1]
2023-06-23
| Uploaded by FreeCourseWeb | Size 10.0 MB | Health [ 8 /1 ] | Added 2023-06-23 |
-
97.6 MB
[0
/
0]
2023-07-01
| Uploaded by FreeCourseWeb | Size 97.6 MB | Health [ 0 /0 ] | Added 2023-07-01 |
-
37.1 MB
[12
/
9]
2023-07-01
| Uploaded by FreeCourseWeb | Size 37.1 MB | Health [ 12 /9 ] | Added 2023-07-01 |
-
11.1 MB
[12
/
4]
2023-07-01
| Uploaded by FreeCourseWeb | Size 11.1 MB | Health [ 12 /4 ] | Added 2023-07-01 |
-
13.2 MB
[9
/
1]
2023-07-01
| Uploaded by FreeCourseWeb | Size 13.2 MB | Health [ 9 /1 ] | Added 2023-07-01 |
NOTE
SOURCE: Machine Learning Mastery From Data to Advanced Classifiers DevCourseWeb
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