OReilly - Advanced Machine Learning

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2018-05-22 14:47:09
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OReilly - Advanced Machine Learning
视频选集
(1/46)
01_01-What To Expect And About The Author
03:47
01_02-Setup
02:14
01_03-The Classifier Interface
08:29
01_04-The Regressor Interface
02:53
01_05-The Transformer Interface
02:11
01_06-The Cluster Interface
06:04
01_07-The Manifold Interface
03:32
01_08-scikitLearn Interface Summary
04:01
01_09-CrossValidation With Cross_Val_Score
06:19
01_10-Parameter Searches With GridSearchCV
06:14
01_11-How To Access Your Working Files
03:23
02_01-What Is Model Complexity And Overfitting
02:58
02_02-Linear Models InDepth
11:06
02_03-Kernel SVMs InDepth
07:40
02_04-Random Forests InDepth
06:02
02_05-Learning Curves For Analyzing Model Complexity
03:54
02_06-Validation Curves For Analyzing Model Parameters
02:30
02_07-Efficient Parameter Search With EstimatorCV Objects
05:13
03_01-Motivation Of Using Pipelines
03:09
03_02-Defining A Pipeline And Basic Usage
06:30
03_03-CrossValidation With Pipelines
02:32
03_04-Parameter Selection With Pipelines
04:37
04_01-Be Mindful Of Default Metrics
07:04
04_02-More Evaluation Methods For Classification
05:17
04_03-AUC
06:45
04_04-Defining Custom Metrics
05:39
05_01-Guidelines For Unsupervised Model Selection
06:52
05_02-Model Selection For Density Models
05:54
05_03-Model Selection For Clustering
04:44
06_01-Why Real Data Is Messy
06:24
06_02-OneHot Encoding For Categorical Data
06:24
06_03-Working With Dictionaries
02:01
06_04-Handling Incomplete Data
04:16
07_01-Motivation
02:52
07_02-BagOfWords Representations
06:49
07_03-Text Classification For Sentiment Analysis Part 1
07:25
07_04-Text Classification For Sentiment Analysis Part 2
04:01
07_05-The Hashing Trick
03:25
07_06-Other Representations Distributed Word Representations
02:39
08_01-The TradeOffs Of Out Of Core Learning
04:43
08_02-The scikitLearn Interface For Out Of Core Learning
05:13
08_03-Kernel Approximations For LargeScale NonLinear Classification
05:07
08_04-Subsample And Transform Supervised Transformations For Out Of Core Learni
05:36
08_05-Application OutOfCore Text Classification
04:58
09_01-Summary
03:29
09_02-Where To Go From Here
03:26
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