Applied Machine Learning Feature Engineering 2024

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602

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Tutorials

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English

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254.6 MB

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2024-04-25 05:52 (2 years, 6 months ago)

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Files

1. Get Bonus Downloads Here.url181 bytes
2. 01 - Applied ML Feature engineering.mp44.2 MB
3. 01 - Applied ML Feature engineering.srt1.5 KB
4. 02 - What you should know.mp45.3 MB
5. 02 - What you should know.srt2.1 KB
6. 01 - Imputation.mp411.6 MB
7. 01 - Imputation.srt8.1 KB
8. 02 - Filling in missing values.mp412.3 MB
9. 02 - Filling in missing values.srt9.4 KB
10. 03 - Binning.mp413.9 MB
11. 03 - Binning.srt10.8 KB
12. 04 - Log transform.mp413.6 MB
13. 04 - Log transform.srt10.9 KB
14. 05 - Scaling.mp45.2 MB
15. 05 - Scaling.srt3.8 KB
16. 06 - Challenge Basic techniques.mp42.9 MB
17. 06 - Challenge Basic techniques.srt2.6 KB
18. 07 - Solution Basic techniques.mp411.5 MB
19. 07 - Solution Basic techniques.srt9.6 KB
20. 01 - One hot encoding.mp420.5 MB
21. 01 - One hot encoding.srt12.0 KB
22. 02 - Hashing encoder.mp45.6 MB
23. 02 - Hashing encoder.srt4.6 KB
24. 03 - Mean target encoding.mp47.0 MB
25. 03 - Mean target encoding.srt3.9 KB
26. 04 - Challenge Categorical.mp4775.5 KB
27. 04 - Challenge Categorical.srt716 bytes
28. 05 - Solution Categorical.mp413.7 MB
29. 05 - Solution Categorical.srt8.4 KB
30. 01 - PCA.mp47.0 MB
31. 01 - PCA.srt4.4 KB
32. 02 - Feature aggregation.mp45.7 MB
33. 02 - Feature aggregation.srt3.4 KB
34. 03 - TFIDF.mp416.1 MB
35. 03 - TFIDF.srt7.7 KB
36. 04 - Text embeddings.mp410.3 MB
37. 04 - Text embeddings.srt6.3 KB
38. 05 - Challenge Feature extraction.mp4499.0 KB
39. 05 - Challenge Feature extraction.srt389 bytes
40. 06 - Solution Feature extraction.mp44.5 MB
41. 06 - Solution Feature extraction.srt3.0 KB
42. 01 - Extracting date components.mp42.0 MB
43. 01 - Extracting date components.srt1.4 KB
44. 02 - Seasonality and trend decomposition.mp414.9 MB
45. 02 - Seasonality and trend decomposition.srt10.0 KB
46. 03 - Challenge Temporal features.mp43.4 MB
47. 03 - Challenge Temporal features.srt2.5 KB
48. 04 - Solution Temporal features.mp421.3 MB
49. 04 - Solution Temporal features.srt12.3 KB
50. 01 - Importance and weights.mp419.9 MB
51. 01 - Importance and weights.srt14.1 KB
52. 02 - Recursive feature elimination.mp46.0 MB
53. 02 - Recursive feature elimination.srt3.8 KB
54. 03 - Adding a random column.mp43.3 MB
55. 03 - Adding a random column.srt2.5 KB
56. 04 - Challenge Feature selection.mp4602.0 KB
57. 04 - Challenge Feature selection.srt482 bytes
58. 05 - Solution Feature selection.mp49.9 MB
59. 05 - Solution Feature selection.srt4.6 KB
60. 01 - Next steps.mp41.2 MB
61. 01 - Next steps.srt1010 bytes
62. Bonus Resources.txt386 bytes

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