[ FreeCourseWeb.com ] Udemy - Imbalanced Classification Master Class in Python

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[ FreeCourseWeb.com ] Udemy - Imbalanced Classification Master Class in Python

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种子哈希：5f21411b08ee5a478f0086e97d6d2f94545565b7
文件大小： 1.1G
已经下载：876次
下载速度：极快
收录时间：2022-01-14
最近下载：2025-08-30

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文件列表

  • ~Get Your Files Here !/03 Model Evaluation/001 Evaluation Metrics and Imbalance.mp4 40.8 MB
  • ~Get Your Files Here !/06 Projects/004 Model Test and Baseline Result.mp4 37.0 MB
  • ~Get Your Files Here !/01 Introduction/005 Causes of Class Imbalance.mp4 30.9 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/002 Not All Classification Errors Are Equal.mp4 27.0 MB
  • ~Get Your Files Here !/03 Model Evaluation/006 Accuracy Fails for Imbalanced Classification.mp4 26.1 MB
  • ~Get Your Files Here !/04 Data Sampling/006 Demo_ Random Oversampling Imbalanced Datasets.mp4 23.5 MB
  • ~Get Your Files Here !/06 Projects/001 Project_ Breast Cancer Dataset.mp4 23.0 MB
  • ~Get Your Files Here !/03 Model Evaluation/004 Probabilistic Metrics for Imbalanced Classification.mp4 22.4 MB
  • ~Get Your Files Here !/03 Model Evaluation/008 Demo_ Accuracy for Imbalanced Classification.mp4 22.4 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/013 Decision Trees for Imbalanced Classification.mp4 21.6 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/004 Cost-Sensitive Imbalanced Classification.mp4 21.1 MB
  • ~Get Your Files Here !/06 Projects/002 Haberman Breast Cancer Survival Dataset.mp4 21.0 MB
  • ~Get Your Files Here !/03 Model Evaluation/007 Accuracy Paradox.mp4 19.7 MB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/004 Why Imbalanced Classification Is Hard.mp4 19.5 MB
  • ~Get Your Files Here !/04 Data Sampling/007 Demo_ Random Undersampling Imbalanced Datasets.mp4 19.3 MB
  • ~Get Your Files Here !/03 Model Evaluation/028 Failure of k-Fold Cross-Validation.mp4 18.4 MB
  • ~Get Your Files Here !/03 Model Evaluation/010 Precision for Multi-Class Classification.mp4 17.2 MB
  • ~Get Your Files Here !/04 Data Sampling/015 Near Miss Undersampling (NearMiss-1).mp4 16.7 MB
  • ~Get Your Files Here !/01 Introduction/001 Introduction.mp4 16.6 MB
  • ~Get Your Files Here !/01 Introduction/003 Course Structure.mp4 16.4 MB
  • ~Get Your Files Here !/04 Data Sampling/008 Demo_ Combining Random Oversampling and Undersampling Techniques.mp4 15.9 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/018 Deep Learning for Imbalanced Classification.mp4 15.9 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/019 Weighted Neural Network With Keras.mp4 15.8 MB
  • ~Get Your Files Here !/03 Model Evaluation/025 Brier Score.mp4 15.8 MB
  • ~Get Your Files Here !/03 Model Evaluation/026 Cross-Validation for Imbalanced Classification.mp4 15.6 MB
  • ~Get Your Files Here !/04 Data Sampling/010 SMOTE for Balancing Data.mp4 15.6 MB
  • ~Get Your Files Here !/04 Data Sampling/011 SMOTE for Classification.mp4 15.6 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/008 Cost-Sensitive Logistic Regression.mp4 15.2 MB
  • ~Get Your Files Here !/01 Introduction/007 Examples of Class Imbalance.mp4 14.9 MB
  • ~Get Your Files Here !/04 Data Sampling/014 Undersampling Methods.mp4 14.2 MB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/006 Compounding Effect of Label Noise.mp4 14.2 MB
  • ~Get Your Files Here !/03 Model Evaluation/021 ROC AUC on with Severe Imbalance.mp4 14.2 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/012 Cost-Sensitive Decision Trees for Imbalanced Classification.mp4 13.8 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/009 Logistic Regression for Imbalanced Classification.mp4 13.5 MB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/005 Compounding Effect of Dataset Size.mp4 13.3 MB
  • ~Get Your Files Here !/03 Model Evaluation/019 Precision-Recall Curves.mp4 12.8 MB
  • ~Get Your Files Here !/04 Data Sampling/003 Undersampling Techniques.mp4 12.7 MB
  • ~Get Your Files Here !/04 Data Sampling/005 Random Resampling Imbalanced Datasets.mp4 12.5 MB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/007 Compounding Effect of Data Distribution.mp4 12.4 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/017 Neural Network Model in Keras.mp4 12.3 MB
  • ~Get Your Files Here !/06 Projects/005 Evaluate Probabilistic Models.mp4 12.2 MB
  • ~Get Your Files Here !/04 Data Sampling/020 Neighborhood Cleaning Rule for Undersampling.mp4 12.2 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/011 Grid Search Weighted Logistic Regression.mp4 12.1 MB
  • ~Get Your Files Here !/03 Model Evaluation/024 Log Loss Score.mp4 12.1 MB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/002 Effect of Skewed Class Distributions.mp4 11.7 MB
  • ~Get Your Files Here !/04 Data Sampling/009 Synthetic Minority Oversampling Technique (SMOTE).mp4 11.7 MB
  • ~Get Your Files Here !/03 Model Evaluation/009 Precision for Imbalanced Classification.mp4 11.6 MB
  • ~Get Your Files Here !/03 Model Evaluation/011 Recall for Imbalanced Classification.mp4 11.5 MB
  • ~Get Your Files Here !/01 Introduction/004 Imbalanced Classification Defined.mp4 11.3 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/010 Weighted Logistic Regression with Scikit-Learn.mp4 11.1 MB
  • ~Get Your Files Here !/04 Data Sampling/018 Tomek Links for Undersampling.mp4 11.0 MB
  • ~Get Your Files Here !/04 Data Sampling/012 Borderline-SMOTE SVM.mp4 11.0 MB
  • ~Get Your Files Here !/03 Model Evaluation/017 Demo_ ROC Curve.mp4 10.8 MB
  • ~Get Your Files Here !/03 Model Evaluation/018 ROC Area Under Curve (AUC) Score.mp4 10.8 MB
  • ~Get Your Files Here !/04 Data Sampling/017 Condensed Nearest Neighbor Rule Undersampling.mp4 10.5 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/003 Cost-Sensitive Learning.mp4 10.5 MB
  • ~Get Your Files Here !/01 Introduction/006 Challenge of Imbalance Classification.mp4 10.4 MB
  • ~Get Your Files Here !/06 Projects/007 Model Evaluation With Power Transform.mp4 10.2 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/015 Grid Search Weighted Decision Tree.mp4 10.2 MB
  • ~Get Your Files Here !/04 Data Sampling/001 Data Sampling Methods for Imbalanced Classification.mp4 10.0 MB
  • ~Get Your Files Here !/04 Data Sampling/019 Edited Nearest Neighbors Rule for Undersampling (ENN).mp4 10.0 MB
  • ~Get Your Files Here !/06 Projects/006 Model Evaluation With Scaled Inputs.mp4 10.0 MB
  • ~Get Your Files Here !/03 Model Evaluation/013 F-Measure for Imbalanced Classification.mp4 10.0 MB
  • ~Get Your Files Here !/03 Model Evaluation/022 ROC and Precision-Recall Curves With a Severe Imbalance.mp4 9.9 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/016 Develop a Cost-Sensitive Neural Network for Imbalanced Classification.mp4 9.5 MB
  • ~Get Your Files Here !/03 Model Evaluation/002 Taxonomy of Classifier Evaluation Metrics.mp4 9.5 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/007 Cost-Sensitive Ensembles.mp4 9.2 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/014 Weighted Decision Tree With Scikit-Learn.mp4 9.1 MB
  • ~Get Your Files Here !/04 Data Sampling/013 Adaptive Synthetic Sampling (ADASYN).mp4 9.0 MB
  • ~Get Your Files Here !/04 Data Sampling/002 Oversampling Techniques.mp4 9.0 MB
  • ~Get Your Files Here !/03 Model Evaluation/003 Ranking Metrics for Imbalanced Classification.mp4 8.5 MB
  • ~Get Your Files Here !/03 Model Evaluation/027 Challenge of Evaluating Classifiers.mp4 8.4 MB
  • ~Get Your Files Here !/03 Model Evaluation/015 ROC Curves and Precision-Recall Curves.mp4 8.2 MB
  • ~Get Your Files Here !/03 Model Evaluation/020 Precision-Recall Area Under Curve (AUC) Score.mp4 8.1 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/006 Cost-Sensitive Algorithms.mp4 7.7 MB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/003 Visualizing Extreme Skew.mp4 7.5 MB
  • ~Get Your Files Here !/03 Model Evaluation/005 How to Choose an Evaluation Metric.mp4 7.5 MB
  • ~Get Your Files Here !/03 Model Evaluation/016 ROC Curve.mp4 7.2 MB
  • ~Get Your Files Here !/03 Model Evaluation/012 Demo_ Recall for Imbalanced Classification.mp4 7.0 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/005 Cost-Sensitive Methods.mp4 6.8 MB
  • ~Get Your Files Here !/06 Projects/003 Dataset Exploration.mp4 6.7 MB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/001 Cost-Sensitive Learning for Imbalanced Classification.mp4 6.5 MB
  • ~Get Your Files Here !/04 Data Sampling/016 Near Miss Undersampling (NearMiss-2 and NearMiss-3).mp4 6.2 MB
  • ~Get Your Files Here !/03 Model Evaluation/023 Probability Scoring Methods in Python.mp4 6.2 MB
  • ~Get Your Files Here !/01 Introduction/002 Course Outcomes.mp4 5.2 MB
  • ~Get Your Files Here !/04 Data Sampling/004 Combinations of Techniques.mp4 4.6 MB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/001 Create Synthetic Dataset with Class Distribution.mp4 4.3 MB
  • ~Get Your Files Here !/03 Model Evaluation/014 Demo_ F- Measure for Imbalanced Classification.mp4 3.3 MB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/008 Imbalanced Classification in Python.ipynb 108.0 kB
  • ~Get Your Files Here !/06 Projects/004 Model Test and Baseline Result.en.srt 9.6 kB
  • ~Get Your Files Here !/06 Projects/003 Dataset Exploration.en.srt 6.9 kB
  • ~Get Your Files Here !/03 Model Evaluation/002 Taxonomy of Classifier Evaluation Metrics.en.srt 6.7 kB
  • ~Get Your Files Here !/04 Data Sampling/006 Demo_ Random Oversampling Imbalanced Datasets.en.srt 6.3 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/004 Cost-Sensitive Imbalanced Classification.en.srt 6.2 kB
  • ~Get Your Files Here !/03 Model Evaluation/008 Demo_ Accuracy for Imbalanced Classification.en.srt 6.2 kB
  • ~Get Your Files Here !/04 Data Sampling/003 Undersampling Techniques.en.srt 6.2 kB
  • ~Get Your Files Here !/01 Introduction/004 Imbalanced Classification Defined.en.srt 6.2 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/002 Not All Classification Errors Are Equal.en.srt 6.0 kB
  • ~Get Your Files Here !/04 Data Sampling/015 Near Miss Undersampling (NearMiss-1).en.srt 6.0 kB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/004 Why Imbalanced Classification Is Hard.en.srt 5.6 kB
  • ~Get Your Files Here !/03 Model Evaluation/025 Brier Score.en.srt 5.3 kB
  • ~Get Your Files Here !/03 Model Evaluation/001 Evaluation Metrics and Imbalance.en.srt 5.2 kB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/006 Compounding Effect of Label Noise.en.srt 5.1 kB
  • ~Get Your Files Here !/03 Model Evaluation/028 Failure of k-Fold Cross-Validation.en.srt 5.1 kB
  • ~Get Your Files Here !/03 Model Evaluation/003 Ranking Metrics for Imbalanced Classification.en.srt 5.0 kB
  • ~Get Your Files Here !/03 Model Evaluation/004 Probabilistic Metrics for Imbalanced Classification.en.srt 4.8 kB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/007 Compounding Effect of Data Distribution.en.srt 4.6 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/003 Cost-Sensitive Learning.en.srt 4.5 kB
  • ~Get Your Files Here !/04 Data Sampling/007 Demo_ Random Undersampling Imbalanced Datasets.en.srt 4.5 kB
  • ~Get Your Files Here !/03 Model Evaluation/013 F-Measure for Imbalanced Classification.en.srt 4.5 kB
  • ~Get Your Files Here !/04 Data Sampling/010 SMOTE for Balancing Data.en.srt 4.5 kB
  • ~Get Your Files Here !/03 Model Evaluation/009 Precision for Imbalanced Classification.en.srt 4.4 kB
  • ~Get Your Files Here !/03 Model Evaluation/016 ROC Curve.en.srt 4.4 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/019 Weighted Neural Network With Keras.en.srt 4.3 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/009 Logistic Regression for Imbalanced Classification.en.srt 4.3 kB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/001 Create Synthetic Dataset with Class Distribution.en.srt 4.2 kB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/005 Compounding Effect of Dataset Size.en.srt 4.2 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/008 Cost-Sensitive Logistic Regression.en.srt 4.2 kB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/002 Effect of Skewed Class Distributions.en.srt 4.1 kB
  • ~Get Your Files Here !/03 Model Evaluation/010 Precision for Multi-Class Classification.en.srt 4.1 kB
  • ~Get Your Files Here !/03 Model Evaluation/024 Log Loss Score.en.srt 4.0 kB
  • ~Get Your Files Here !/03 Model Evaluation/019 Precision-Recall Curves.en.srt 4.0 kB
  • ~Get Your Files Here !/03 Model Evaluation/005 How to Choose an Evaluation Metric.en.srt 4.0 kB
  • ~Get Your Files Here !/03 Model Evaluation/006 Accuracy Fails for Imbalanced Classification.en.srt 4.0 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/013 Decision Trees for Imbalanced Classification.en.srt 3.9 kB
  • ~Get Your Files Here !/03 Model Evaluation/027 Challenge of Evaluating Classifiers.en.srt 3.9 kB
  • ~Get Your Files Here !/03 Model Evaluation/021 ROC AUC on with Severe Imbalance.en.srt 3.9 kB
  • ~Get Your Files Here !/04 Data Sampling/005 Random Resampling Imbalanced Datasets.en.srt 3.8 kB
  • ~Get Your Files Here !/04 Data Sampling/009 Synthetic Minority Oversampling Technique (SMOTE).en.srt 3.8 kB
  • ~Get Your Files Here !/04 Data Sampling/008 Demo_ Combining Random Oversampling and Undersampling Techniques.en.srt 3.7 kB
  • ~Get Your Files Here !/06 Projects/005 Evaluate Probabilistic Models.en.srt 3.7 kB
  • ~Get Your Files Here !/04 Data Sampling/011 SMOTE for Classification.en.srt 3.6 kB
  • ~Get Your Files Here !/03 Model Evaluation/011 Recall for Imbalanced Classification.en.srt 3.6 kB
  • ~Get Your Files Here !/02 Understanding Class Imbalance/003 Visualizing Extreme Skew.en.srt 3.6 kB
  • ~Get Your Files Here !/01 Introduction/003 Course Structure.en.srt 3.5 kB
  • ~Get Your Files Here !/03 Model Evaluation/022 ROC and Precision-Recall Curves With a Severe Imbalance.en.srt 3.4 kB
  • ~Get Your Files Here !/04 Data Sampling/020 Neighborhood Cleaning Rule for Undersampling.en.srt 3.4 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/017 Neural Network Model in Keras.en.srt 3.4 kB
  • ~Get Your Files Here !/04 Data Sampling/018 Tomek Links for Undersampling.en.srt 3.4 kB
  • ~Get Your Files Here !/03 Model Evaluation/015 ROC Curves and Precision-Recall Curves.en.srt 3.3 kB
  • ~Get Your Files Here !/04 Data Sampling/012 Borderline-SMOTE SVM.en.srt 3.3 kB
  • ~Get Your Files Here !/03 Model Evaluation/017 Demo_ ROC Curve.en.srt 3.2 kB
  • ~Get Your Files Here !/04 Data Sampling/017 Condensed Nearest Neighbor Rule Undersampling.en.srt 3.2 kB
  • ~Get Your Files Here !/01 Introduction/005 Causes of Class Imbalance.en.srt 3.2 kB
  • ~Get Your Files Here !/01 Introduction/006 Challenge of Imbalance Classification.en.srt 3.2 kB
  • ~Get Your Files Here !/03 Model Evaluation/018 ROC Area Under Curve (AUC) Score.en.srt 3.2 kB
  • ~Get Your Files Here !/04 Data Sampling/002 Oversampling Techniques.en.srt 3.1 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/006 Cost-Sensitive Algorithms.en.srt 3.1 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/010 Weighted Logistic Regression with Scikit-Learn.en.srt 3.1 kB
  • ~Get Your Files Here !/06 Projects/006 Model Evaluation With Scaled Inputs.en.srt 3.1 kB
  • ~Get Your Files Here !/04 Data Sampling/019 Edited Nearest Neighbors Rule for Undersampling (ENN).en.srt 3.0 kB
  • ~Get Your Files Here !/03 Model Evaluation/007 Accuracy Paradox.en.srt 3.0 kB
  • ~Get Your Files Here !/06 Projects/007 Model Evaluation With Power Transform.en.srt 2.9 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/015 Grid Search Weighted Decision Tree.en.srt 2.8 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/014 Weighted Decision Tree With Scikit-Learn.en.srt 2.8 kB
  • ~Get Your Files Here !/04 Data Sampling/013 Adaptive Synthetic Sampling (ADASYN).en.srt 2.8 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/018 Deep Learning for Imbalanced Classification.en.srt 2.8 kB
  • ~Get Your Files Here !/01 Introduction/007 Examples of Class Imbalance.en.srt 2.8 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/005 Cost-Sensitive Methods.en.srt 2.7 kB
  • ~Get Your Files Here !/06 Projects/002 Haberman Breast Cancer Survival Dataset.en.srt 2.6 kB
  • ~Get Your Files Here !/06 Projects/001 Project_ Breast Cancer Dataset.en.srt 2.5 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/007 Cost-Sensitive Ensembles.en.srt 2.5 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/011 Grid Search Weighted Logistic Regression.en.srt 2.5 kB
  • ~Get Your Files Here !/04 Data Sampling/001 Data Sampling Methods for Imbalanced Classification.en.srt 2.5 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/001 Cost-Sensitive Learning for Imbalanced Classification.en.srt 2.5 kB
  • ~Get Your Files Here !/04 Data Sampling/004 Combinations of Techniques.en.srt 2.4 kB
  • ~Get Your Files Here !/03 Model Evaluation/023 Probability Scoring Methods in Python.en.srt 2.4 kB
  • ~Get Your Files Here !/01 Introduction/002 Course Outcomes.en.srt 2.1 kB
  • ~Get Your Files Here !/03 Model Evaluation/026 Cross-Validation for Imbalanced Classification.en.srt 1.9 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/012 Cost-Sensitive Decision Trees for Imbalanced Classification.en.srt 1.9 kB
  • ~Get Your Files Here !/05 Cost-Sensitive Learning/016 Develop a Cost-Sensitive Neural Network for Imbalanced Classification.en.srt 1.9 kB
  • ~Get Your Files Here !/03 Model Evaluation/020 Precision-Recall Area Under Curve (AUC) Score.en.srt 1.8 kB
  • ~Get Your Files Here !/03 Model Evaluation/012 Demo_ Recall for Imbalanced Classification.en.srt 1.8 kB
  • ~Get Your Files Here !/04 Data Sampling/016 Near Miss Undersampling (NearMiss-2 and NearMiss-3).en.srt 1.7 kB
  • ~Get Your Files Here !/04 Data Sampling/014 Undersampling Methods.en.srt 1.7 kB
  • ~Get Your Files Here !/01 Introduction/001 Introduction.en.srt 1.3 kB
  • ~Get Your Files Here !/03 Model Evaluation/014 Demo_ F- Measure for Imbalanced Classification.en.srt 1.1 kB
  • ~Get Your Files Here !/Bonus Resources.txt 357 Bytes
  • Get Bonus Downloads Here.url 183 Bytes

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