[FreeCourseSite com] Udemy - Hyperparameter Optimization for Machine Learning
File List
| File | Size |
|---|---|
| 0. Websites you may like/[CourseClub.ME].url | 122 B |
| 0. Websites you may like/[FCS Forum].url | 133 B |
| 0. Websites you may like/[FreeCourseSite.com].url | 127 B |
| 01 Introduction/001 Introduction.en.srt | 4.33 KB |
| 01 Introduction/001 Introduction.mp4 | 61.72 MB |
| 01 Introduction/002 Course Curriculum.en.srt | 7.92 KB |
| 01 Introduction/002 Course Curriculum.mp4 | 34.91 MB |
| 01 Introduction/003 Course aim and knowledge requirements.en.srt | 2.91 KB |
| 01 Introduction/003 Course aim and knowledge requirements.mp4 | 15.51 MB |
| 01 Introduction/004 Course Material.en.srt | 2.26 KB |
| 01 Introduction/004 Course Material.mp4 | 10.1 MB |
| 01 Introduction/005 Jupyter notebooks.html | 1.78 KB |
| 01 Introduction/006 Presentations.html | 1.15 KB |
| 01 Introduction/007 Datasets.html | 1.45 KB |
| 01 Introduction/008 Set up your computer - required packages.html | 1.61 KB |
| 01 Introduction/009 FAQ.html | 3.76 KB |
| 02 Hyperparameter Tuning - Overview/001 Parameters and Hyperparameters.en.srt | 13.72 KB |
| 02 Hyperparameter Tuning - Overview/001 Parameters and Hyperparameters.mp4 | 62.27 MB |
| 02 Hyperparameter Tuning - Overview/002 Hyperparameter Optimization.en.srt | 10.81 KB |
| 02 Hyperparameter Tuning - Overview/002 Hyperparameter Optimization.mp4 | 50.82 MB |
| 03 Performance metrics/001 Introduction.en.srt | 1.49 KB |
| 03 Performance metrics/001 Introduction.mp4 | 5.81 MB |
| 03 Performance metrics/002 Classification Metrics (Optional).en.srt | 9.64 KB |
| 03 Performance metrics/002 Classification Metrics (Optional).mp4 | 42.9 MB |
| 03 Performance metrics/003 Regression Metrics (Optional).en.srt | 4.14 KB |
| 03 Performance metrics/003 Regression Metrics (Optional).mp4 | 16.64 MB |
| 03 Performance metrics/004 Scikit-learn Metrics.en.srt | 7.96 KB |
| 03 Performance metrics/004 Scikit-learn Metrics.mp4 | 45.86 MB |
| 03 Performance metrics/005 Creating your Own Metrics.en.srt | 11.15 KB |
| 03 Performance metrics/005 Creating your Own Metrics.mp4 | 64.46 MB |
| 03 Performance metrics/006 Using Scikit-learn Metrics.en.srt | 2.45 KB |
| 03 Performance metrics/006 Using Scikit-learn Metrics.mp4 | 17.81 MB |
| 04 Cross-Validation/001 Cross-Validation.en.srt | 11.38 KB |
| 04 Cross-Validation/001 Cross-Validation.mp4 | 57.71 MB |
| 04 Cross-Validation/002 Bias vs Variance (Optional).html | 1.07 KB |
| 04 Cross-Validation/003 Cross-Validation Schemes.en.srt | 16.82 KB |
| 04 Cross-Validation/003 Cross-Validation Schemes.mp4 | 79.81 MB |
| 04 Cross-Validation/004 Cross-Validation for model error estimation - Demo.en.srt | 10.74 KB |
| 04 Cross-Validation/004 Cross-Validation for model error estimation - Demo.mp4 | 65.81 MB |
| 04 Cross-Validation/005 Cross-Validation for Hyperparameter Tuning - Demo.en.srt | 9.81 KB |
| 04 Cross-Validation/005 Cross-Validation for Hyperparameter Tuning - Demo.mp4 | 56.82 MB |
| 04 Cross-Validation/006 Special Cross-Validation Schemes.en.srt | 8.65 KB |
| 04 Cross-Validation/006 Special Cross-Validation Schemes.mp4 | 40.92 MB |
| 04 Cross-Validation/007 Group Cross-Validation - Demo.en.srt | 6.34 KB |
| 04 Cross-Validation/007 Group Cross-Validation - Demo.mp4 | 43.32 MB |
| 04 Cross-Validation/008 Nested Cross-Validation.en.srt | 9 KB |
| 04 Cross-Validation/008 Nested Cross-Validation.mp4 | 49.92 MB |
| 04 Cross-Validation/009 Nested Cross-Validation - Demo.en.srt | 8.64 KB |
| 04 Cross-Validation/009 Nested Cross-Validation - Demo.mp4 | 55.34 MB |
| 05 Basic Search Algorithms/001 Basic Search Algorithms - Introduction.en.srt | 6.59 KB |
| 05 Basic Search Algorithms/001 Basic Search Algorithms - Introduction.mp4 | 25.49 MB |
| 05 Basic Search Algorithms/002 Manual Search.en.srt | 9.14 KB |
| 05 Basic Search Algorithms/002 Manual Search.mp4 | 43.08 MB |
| 05 Basic Search Algorithms/003 Grid Search.en.srt | 4.49 KB |
| 05 Basic Search Algorithms/003 Grid Search.mp4 | 16.3 MB |
| 05 Basic Search Algorithms/004 Grid Search - Demo.en.srt | 10.25 KB |
| 05 Basic Search Algorithms/004 Grid Search - Demo.mp4 | 59.37 MB |
| 05 Basic Search Algorithms/005 Grid Search with different hyperparameter spaces.en.srt | 2.9 KB |
| 05 Basic Search Algorithms/005 Grid Search with different hyperparameter spaces.mp4 | 18.4 MB |
| 05 Basic Search Algorithms/006 Random Search.en.srt | 9.52 KB |
| 05 Basic Search Algorithms/006 Random Search.mp4 | 41.03 MB |
| 05 Basic Search Algorithms/007 Random Search - Scikit-learn.en.srt | 6.87 KB |
| 05 Basic Search Algorithms/007 Random Search - Scikit-learn.mp4 | 44.19 MB |
| 05 Basic Search Algorithms/008 Random Search with Scikit-Optimize.en.srt | 9.8 KB |
| 05 Basic Search Algorithms/008 Random Search with Scikit-Optimize.mp4 | 48.32 MB |
| 05 Basic Search Algorithms/009 Random Search with Hyperopt.en.srt | 13.09 KB |
| 05 Basic Search Algorithms/009 Random Search with Hyperopt.mp4 | 81.12 MB |
| 06 Bayesian Optimization/001 Sequential Search.en.srt | 7.07 KB |
| 06 Bayesian Optimization/001 Sequential Search.mp4 | 30.59 MB |
| 06 Bayesian Optimization/002 Bayesian Optimization.en.srt | 5.66 KB |
| 06 Bayesian Optimization/002 Bayesian Optimization.mp4 | 22.41 MB |
| 06 Bayesian Optimization/003 Bayesian Inference - Introduction.en.srt | 9.27 KB |
| 06 Bayesian Optimization/003 Bayesian Inference - Introduction.mp4 | 43.42 MB |
| 06 Bayesian Optimization/004 Joint and Conditional Probabilities.en.srt | 9.08 KB |
| 06 Bayesian Optimization/004 Joint and Conditional Probabilities.mp4 | 46.17 MB |
| 06 Bayesian Optimization/005 Bayes Rule.en.srt | 14 KB |
| 06 Bayesian Optimization/005 Bayes Rule.mp4 | 67.82 MB |
| 06 Bayesian Optimization/006 Sequential Model-Based Optimization.en.srt | 19.98 KB |
| 06 Bayesian Optimization/006 Sequential Model-Based Optimization.mp4 | 114.09 MB |
| 06 Bayesian Optimization/007 Gaussian Distribution.en.srt | 8.72 KB |
| 06 Bayesian Optimization/007 Gaussian Distribution.mp4 | 34.59 MB |
| 06 Bayesian Optimization/008 Multivariate Gaussian Distribution.en.srt | 19.23 KB |
| 06 Bayesian Optimization/008 Multivariate Gaussian Distribution.mp4 | 83.91 MB |
| 06 Bayesian Optimization/009 Gaussian Process.en.srt | 16.02 KB |
| 06 Bayesian Optimization/009 Gaussian Process.mp4 | 76.24 MB |
| 06 Bayesian Optimization/010 Kernels.en.srt | 7.89 KB |
| 06 Bayesian Optimization/010 Kernels.mp4 | 30.29 MB |
| 06 Bayesian Optimization/011 Acquisition Functions.en.srt | 15.94 KB |
| 06 Bayesian Optimization/011 Acquisition Functions.mp4 | 82.32 MB |
| 06 Bayesian Optimization/012 Additional Reading Resources.html | 2.23 KB |
| 06 Bayesian Optimization/013 Scikit-Optimize - 1-Dimension.en.srt | 18.76 KB |
| 06 Bayesian Optimization/013 Scikit-Optimize - 1-Dimension.mp4 | 97.22 MB |
| 06 Bayesian Optimization/014 Scikit-Optimize - Manual Search.en.srt | 7.25 KB |
| 06 Bayesian Optimization/014 Scikit-Optimize - Manual Search.mp4 | 35.92 MB |
| 06 Bayesian Optimization/015 Scikit-Optimize - Automatic Search.en.srt | 5.41 KB |
| 06 Bayesian Optimization/015 Scikit-Optimize - Automatic Search.mp4 | 30.94 MB |
| 06 Bayesian Optimization/016 Scikit-Optimize - Alternative Kernel.en.srt | 4.53 KB |
| 06 Bayesian Optimization/016 Scikit-Optimize - Alternative Kernel.mp4 | 25.03 MB |
| 06 Bayesian Optimization/017 Scikit-Optimize - Neuronal Networks.en.srt | 18.37 KB |
| 06 Bayesian Optimization/017 Scikit-Optimize - Neuronal Networks.mp4 | 111.35 MB |
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