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How to Win a Data Science Competition Learn from Top Kagglers

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2020-03-25 21:54:44

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1 - Introduction How to Win a Data Science Competition Learn from Top Kagglers

01:49

2 - Meet Your Lecturers How to Win a Data Science Competition Learn from Top K

02:25

3 - Course Overview How to Win a Data Science Competition Learn from Top Kaggl

07:10

4 - Competition Mechanics How to Win a Data Science Competition Learn from Top

06:43

5 - Kaggle Overview How to Win a Data Science Competition Learn from Top Kaggl

07:58

6 - Real World Applications vs Competitions How to Win a Data Science Competit

05:27

7 - Recap of ML Algorithms How to Win a Data Science Competition Learn from To

09:15

8 - Software Hardware Requirements How to Win a Data Science Competition Learn

05:38

9 - Feature Engineering Overview How to Win a Data Science Competition Learn f

06:41

10 - Numeric Features How to Win a Data Science Competition Learn from Top Kag

13:43

11 - Categorical and Ordinal Features How to Win a Data Science Competition

10:26

12 - Datetime and Coordinates How to Win a Data Science Competition Learn from

08:13

13 - Handling Missing Values How to Win a Data Science Competition Learn from

10:11

14 - Bag of Words How to Win a Data Science Competition Learn from Top Kaggler

10:43

15 - Word2vec CNN How to Win a Data Science Competition Learn from Top Kaggler

13:13

16 - Final Project Overview How to Win a Data Science Competition Learn from T

04:04

17 - Exploratory Data Analysis How to Win a Data Science Competition Learn fro

07:02

18 - Building Intuition About the Data How to Win a Data Science Competition

06:49

19 - Exploring Anonymized Data How to Win a Data Science Competition Learn fro

15:39

20 - Visualizations How to Win a Data Science Competition Learn from Top Kaggl

11:53

21 - Dataset Cleaning and Other things to Check How to Win a Data Science Comp

07:36

22 - Validation and Overfitting How to Win a Data Science Competition Learn fr

09:27

23 - Validation Strategies How to Win a Data Science Competition Learn from To

07:08

24 - Data Splitting Strategies How to Win a Data Science Competition Learn fro

14:07

25 - Problems Occuring during Validation How to Win a Data Science Competition

20:15

26 - Basic Data Leaks How to Win a Data Science Competition Learn from Top Kag

06:29

27 - Leaderboard Probing and Examples of Rare Data Leaks How to Win a Data Sci

09:56

28 - Expedia Challenge How to Win a Data Science Competition Learn from Top Ka

09:44

29 - Metrics Optimization Motivation How to Win a Data Science Competition

08:33

30 - Regression Metrics Review I How to Win a Data Science Competition Learn f

14:22

31 - Regression Metrics Review II How to Win a Data Science Competition Learn

08:30

32 - Classification Metrics Review How to Win a Data Science Competition Learn

20:44

33 - General Approaches for Metrics Optimization How to Win a Data Science Com

06:30

34 - Regression Metrics Optimization How to Win a Data Science Competition

10:06

35 - Classification Metrics Optimization I How to Win a Data Science Competiti

07:34

36 - Classification Metrics Optimization II How to Win a Data Science Competit

06:59

37 - Concept of Mean Encodings How to Win a Data Science Competition Learn fro

08:30

38 - Regularization How to Win a Data Science Competition Learn from Top Kaggl

07:51

39 - Extensions and Generalization How to Win a Data Science Competition Learn

10:58

40 - Hyperparameter Tuning I How to Win a Data Science Competition Learn from

07:15

41 - Hyperparameter Tuning II How to Win a Data Science Competition Learn from

12:50

42 - Hyperparameter Tuning III How to Win a Data Science Competition Learn fro

13:18

43 - Tips and Tricks Practical Guide How to Win a Data Science Competition

16:32

45 - KazAnovas Competition Pipeline Part 2 How to Win a Data Science Competiti

17:43

46 - Statistics and Distance based Features How to Win a Data Science Competit

05:40

47 - Matrix Factorizations How to Win a Data Science Competition Learn from To

06:10

48 - Features Interactions How to Win a Data Science Competition Learn from To

05:17

49 - t-SNE How to Win a Data Science Competition Learn from Top Kagglers

05:15

50 - Introduction to Ensemble Methods How to Win a Data Science Competition

06:01

51 - Bagging How to Win a Data Science Competition Learn from Top Kagglers

09:06

52 - Boosting How to Win a Data Science Competition Learn from Top Kagglers

16:11

53 - Stacking How to Win a Data Science Competition Learn from Top Kagglers

16:48

54 - StackNet How to Win a Data Science Competition Learn from Top Kagglers

14:56

55 - Ensembling Tips and Tricks How to Win a Data Science Competition Learn fr

14:20

56 - Crowdflower Competition How to Win a Data Science Competition Learn from

10:12

57 - SpringLeaf Marketing Response How to Win a Data Science Competition Learn

06:30

58 - Microsoft Malware Classification Challenge How to Win a Data Science Comp

19:18

59 - Walmart Trip Type Classification How to Win a Data Science Competition

07:52

60 - Acquire Valued Shoppers Challenge Part 1 How to Win a Data Science Compet

19:48

61 - Acquire Valued Shoppers Challenge Part 2 How to Win a Data Science Compet

17:08

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