How to Win a Data Science Competition Learn from Top Kagglers
https://www.youtube.com/watch?v=CQaVUZCjfwk
missing 44
2018.7
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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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