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| [CourseClub.NET].url |
123B |
| [FCS Forum].url |
133B |
| [FreeCourseSite.com].url |
127B |
| 001. Introduction.mp4 |
9.72MB |
| 001. Introduction.srt |
2.72KB |
| 002. Meet your lecturers.mp4 |
13.85MB |
| 002. Meet your lecturers.srt |
3.56KB |
| 003. Course overview.mp4 |
34.63MB |
| 003. Course overview.srt |
10.19KB |
| 004. Competition Mechanics.mp4 |
24.94MB |
| 004. Competition Mechanics.srt |
10.94KB |
| 005. Kaggle Overview [screencast].mp4 |
32.38MB |
| 005. Kaggle Overview [screencast].srt |
9.17KB |
| 006. Real World Application vs Competitions.mp4 |
20.00MB |
| 006. Real World Application vs Competitions.srt |
8.69KB |
| 007. Recap of main ML algorithms.mp4 |
33.45MB |
| 007. Recap of main ML algorithms.srt |
13.59KB |
| 008. Software Hardware Requirements.mp4 |
21.53MB |
| 008. Software Hardware Requirements.srt |
7.92KB |
| 009. Overview.mp4 |
25.67MB |
| 009. Overview.srt |
8.95KB |
| 010. Numeric features.mp4 |
48.31MB |
| 010. Numeric features.srt |
18.56KB |
| 011. Categorical and ordinal features.mp4 |
40.55MB |
| 011. Categorical and ordinal features.srt |
13.23KB |
| 012. Datetime and coordinates.mp4 |
32.41MB |
| 012. Datetime and coordinates.srt |
10.22KB |
| 013. Handling missing values.mp4 |
37.85MB |
| 013. Handling missing values.srt |
12.77KB |
| 014. Bag of words.mp4 |
38.04MB |
| 014. Bag of words.srt |
13.66KB |
| 015. Word2vec, CNN.mp4 |
45.96MB |
| 015. Word2vec, CNN.srt |
16.84KB |
| 016. Final project overview.mp4 |
17.81MB |
| 016. Final project overview.srt |
5.43KB |
| 017. Exploratory data analysis.mp4 |
23.95MB |
| 017. Exploratory data analysis.srt |
9.69KB |
| 018. Building intuition about the data.mp4 |
22.29MB |
| 018. Building intuition about the data.srt |
9.43KB |
| 019. Exploring anonymized data.mp4 |
43.05MB |
| 019. Exploring anonymized data.srt |
18.21KB |
| 020. Visualizations.mp4 |
42.59MB |
| 020. Visualizations.srt |
16.13KB |
| 021. Dataset cleaning and other things to check.mp4 |
25.83MB |
| 021. Dataset cleaning and other things to check.srt |
9.57KB |
| 022. Springleaf competition EDA I.mp4 |
20.11MB |
| 022. Springleaf competition EDA I.srt |
8.96KB |
| 023. Springleaf competition EDA II.mp4 |
44.36MB |
| 023. Springleaf competition EDA II.srt |
19.87KB |
| 024. Numerai competition EDA.mp4 |
21.95MB |
| 024. Numerai competition EDA.srt |
7.72KB |
| 025. Validation and overfitting.mp4 |
34.09MB |
| 025. Validation and overfitting.srt |
13.29KB |
| 026. Validation strategies.mp4 |
26.15MB |
| 026. Validation strategies.srt |
9.08KB |
| 027. Data splitting strategies.mp4 |
56.16MB |
| 027. Data splitting strategies.srt |
18.69KB |
| 028. Problems occurring during validation.mp4 |
71.05MB |
| 028. Problems occurring during validation.srt |
25.44KB |
| 029. Basic data leaks.mp4 |
22.14MB |
| 029. Basic data leaks.srt |
8.10KB |
| 030. Leaderboard probing and examples of rare data leaks.mp4 |
34.07MB |
| 030. Leaderboard probing and examples of rare data leaks.srt |
12.22KB |
| 031. Expedia challenge.mp4 |
35.65MB |
| 031. Expedia challenge.srt |
11.39KB |
| 032. Motivation.mp4 |
27.49MB |
| 032. Motivation.srt |
10.58KB |
| 033. Regression metrics review I.mp4 |
46.38MB |
| 033. Regression metrics review I.srt |
17.48KB |
| 034. Regression metrics review II.mp4 |
29.20MB |
| 034. Regression metrics review II.srt |
9.53KB |
| 035. Classification metrics review.mp4 |
70.29MB |
| 035. Classification metrics review.srt |
24.27KB |
| 036. General approaches for metrics optimization.mp4 |
23.71MB |
| 036. General approaches for metrics optimization.srt |
8.01KB |
| 037. Regression metrics optimization.mp4 |
35.84MB |
| 037. Regression metrics optimization.srt |
12.08KB |
| 038. Classification metrics optimization I.mp4 |
26.25MB |
| 038. Classification metrics optimization I.srt |
8.95KB |
| 039. Classification metrics optimization II.mp4 |
25.24MB |
| 039. Classification metrics optimization II.srt |
8.71KB |
| 040. Concept of mean encoding.mp4 |
30.55MB |
| 040. Concept of mean encoding.srt |
9.90KB |
| 041. Regularization.mp4 |
28.37MB |
| 041. Regularization.srt |
9.16KB |
| 042. Extensions and generalizations.mp4 |
39.24MB |
| 042. Extensions and generalizations.srt |
12.21KB |
| 043. Hyperparameter tuning I.mp4 |
24.96MB |
| 043. Hyperparameter tuning I.srt |
8.84KB |
| 044. Hyperparameter tuning II.mp4 |
43.30MB |
| 044. Hyperparameter tuning II.srt |
15.13KB |
| 045. Hyperparameter tuning III.mp4 |
47.18MB |
| 045. Hyperparameter tuning III.srt |
15.17KB |
| 046. Practical guide.mp4 |
59.12MB |
| 046. Practical guide.srt |
22.21KB |
| 047. KazAnova's competition pipeline, part 1.mp4 |
33.81MB |
| 047. KazAnova's competition pipeline, part 1.srt |
23.44KB |
| 048. KazAnova's competition pipeline, part 2.mp4 |
32.00MB |
| 048. KazAnova's competition pipeline, part 2.srt |
21.55KB |
| 049. Statistics and distance based features.mp4 |
20.96MB |
| 049. Statistics and distance based features.srt |
6.82KB |
| 050. Matrix factorizations.mp4 |
24.14MB |
| 050. Matrix factorizations.srt |
9.02KB |
| 051. Feature Interactions.mp4 |
20.41MB |
| 051. Feature Interactions.srt |
7.77KB |
| 052. t-SNE.mp4 |
21.56MB |
| 052. t-SNE.srt |
7.47KB |
| 053. Introduction into ensemble methods.mp4 |
10.68MB |
| 053. Introduction into ensemble methods.srt |
7.01KB |
| 054. Bagging.mp4 |
15.93MB |
| 054. Bagging.srt |
11.00KB |
| 055. Boosting.mp4 |
27.94MB |
| 055. Boosting.srt |
19.17KB |
| 056. Stacking.mp4 |
30.78MB |
| 056. Stacking.srt |
18.99KB |
| 057. StackNet.mp4 |
29.25MB |
| 057. StackNet.srt |
18.07KB |
| 058. Ensembling Tips and Tricks.mp4 |
25.59MB |
| 058. Ensembling Tips and Tricks.srt |
17.97KB |
| 059. Crowdflower Competition.mp4 |
36.12MB |
| 059. Crowdflower Competition.srt |
15.47KB |
| 060. Springleaf Marketing Response.mp4 |
24.24MB |
| 060. Springleaf Marketing Response.srt |
7.90KB |
| 061. Microsoft Malware Classification Challenge.mp4 |
68.35MB |
| 061. Microsoft Malware Classification Challenge.srt |
22.98KB |
| 062. Walmart Trip Type Classification.mp4 |
29.55MB |
| 062. Walmart Trip Type Classification.srt |
9.98KB |
| 063. Acquire Valued Shoppers Challenge, part 1.mp4 |
34.77MB |
| 063. Acquire Valued Shoppers Challenge, part 1.srt |
25.14KB |
| 064. Acquire Valued Shoppers Challenge, part 2.mp4 |
30.87MB |
| 064. Acquire Valued Shoppers Challenge, part 2.srt |
21.89KB |