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O'Reilly - Advanced Machine Learning with scikit learn
magnet:?xt=urn:btih:69733f40ae3179379bac7a40d251f3454283b317&dn=O'Reilly - Advanced Machine Learning with scikit learn
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文件列表详情
69733f40ae3179379bac7a40d251f3454283b317
infohash:
46
文件数量
708.36 MB
文件大小
2017-11-3 01:36
创建日期
2024-7-3 02:31
最后访问
相关分词
O'Reilly
-
Advanced
Machine
Learning
with
scikit
learn
01. Introduction/01_01-What To Expect And About The Author.mp4 12.51 MB
01. Introduction/01_02-Setup.mp4 5.86 MB
01. Introduction/01_03-The Classifier Interface.mp4 27.18 MB
01. Introduction/01_04-The Regressor Interface.mp4 10.81 MB
01. Introduction/01_05-The Transformer Interface.mp4 7.9 MB
01. Introduction/01_06-The Cluster Interface.mp4 22.34 MB
01. Introduction/01_07-The Manifold Interface.mp4 10.96 MB
01. Introduction/01_08-scikitLearn Interface Summary.mp4 11.31 MB
01. Introduction/01_09-CrossValidation With Cross_Val_Score.mp4 20.32 MB
01. Introduction/01_10-Parameter Searches With GridSearchCV.mp4 19.34 MB
01. Introduction/01_11-How To Access Your Working Files.mp4 26.38 MB
02. Model Complexity, Overfitting And Underfitting/02_01-What Is Model Complexity And Overfitting.mp4 7.25 MB
02. Model Complexity, Overfitting And Underfitting/02_02-Linear Models InDepth.mp4 33.58 MB
02. Model Complexity, Overfitting And Underfitting/02_03-Kernel SVMs InDepth.mp4 21.89 MB
02. Model Complexity, Overfitting And Underfitting/02_04-Random Forests InDepth.mp4 15.13 MB
02. Model Complexity, Overfitting And Underfitting/02_05-Learning Curves For Analyzing Model Complexity.mp4 12.64 MB
02. Model Complexity, Overfitting And Underfitting/02_06-Validation Curves For Analyzing Model Parameters.mp4 7.61 MB
02. Model Complexity, Overfitting And Underfitting/02_07-Efficient Parameter Search With EstimatorCV Objects.mp4 18.08 MB
03. Pipelines/03_01-Motivation Of Using Pipelines.mp4 9.69 MB
03. Pipelines/03_02-Defining A Pipeline And Basic Usage.mp4 19.08 MB
03. Pipelines/03_03-CrossValidation With Pipelines.mp4 7.76 MB
03. Pipelines/03_04-Parameter Selection With Pipelines.mp4 16.74 MB
04. Advanced Metrics And Imbalanced Classes/04_01-Be Mindful Of Default Metrics.mp4 20.6 MB
04. Advanced Metrics And Imbalanced Classes/04_02-More Evaluation Methods For Classification.mp4 14.57 MB
04. Advanced Metrics And Imbalanced Classes/04_03-AUC.mp4 19.69 MB
04. Advanced Metrics And Imbalanced Classes/04_04-Defining Custom Metrics.mp4 20.44 MB
05. Model Selection For Unsupervised Learning/05_01-Guidelines For Unsupervised Model Selection.mp4 21.63 MB
05. Model Selection For Unsupervised Learning/05_02-Model Selection For Density Models.mp4 18.17 MB
05. Model Selection For Unsupervised Learning/05_03-Model Selection For Clustering.mp4 14.02 MB
06. Dealing With Categorical Variables, Dictionaries, And Incomplete Data/06_01-Why Real Data Is Messy.mp4 19.04 MB
06. Dealing With Categorical Variables, Dictionaries, And Incomplete Data/06_02-OneHot Encoding For Categorical Data.mp4 18.12 MB
06. Dealing With Categorical Variables, Dictionaries, And Incomplete Data/06_03-Working With Dictionaries.mp4 6.42 MB
06. Dealing With Categorical Variables, Dictionaries, And Incomplete Data/06_04-Handling Incomplete Data.mp4 14.68 MB
07. Handling Text Data/07_01-Motivation.mp4 8.03 MB
07. Handling Text Data/07_02-BagOfWords Representations.mp4 19.1 MB
07. Handling Text Data/07_03-Text Classification For Sentiment Analysis Part 1.mp4 25.36 MB
07. Handling Text Data/07_04-Text Classification For Sentiment Analysis Part 2.mp4 12.97 MB
07. Handling Text Data/07_05-The Hashing Trick.mp4 9.11 MB
07. Handling Text Data/07_06-Other Representations Distributed Word Representations.mp4 5.08 MB
08. Out Of Core Learning/08_01-The TradeOffs Of Out Of Core Learning.mp4 10.8 MB
08. Out Of Core Learning/08_02-The scikitLearn Interface For Out Of Core Learning.mp4 14.67 MB
08. Out Of Core Learning/08_03-Kernel Approximations For LargeScale NonLinear Classification.mp4 16.04 MB
08. Out Of Core Learning/08_04-Subsample And Transform Supervised Transformations For Out Of Core Learning.mp4 18.35 MB
08. Out Of Core Learning/08_05-Application OutOfCore Text Classification.mp4 18.4 MB
09. Conclusion/09_01-Summary.mp4 10.07 MB
09. Conclusion/09_02-Where To Go From Here.mp4 8.62 MB
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