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[FreeCoursesOnline.Us] Machine-Learning-Essential-Training-Value-Estimations
magnet:?xt=urn:btih:10bd6a0ebd7b85d266394475df35a01cb94f3ab0&dn=[FreeCoursesOnline.Us] Machine-Learning-Essential-Training-Value-Estimations
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Hash值:
10bd6a0ebd7b85d266394475df35a01cb94f3ab0
点击数:
94
文件大小:
147.47 MB
文件数量:
29
创建日期:
2018-7-30 15:37
最后访问:
2024-7-6 02:33
访问标签:
FreeCoursesOnline
Us
Machine-Learning-Essential-Training-Value-Estimations
文件列表详情
00 Introduction/001 Welcome.mp4 6.79 MB
00 Introduction/002 What you should know.mp4 619.49 KB
00 Introduction/003 Using the exercise files.mp4 1.23 MB
00 Introduction/004 Set up the development environment.mp4 6.87 MB
01 What Is Machine Learning and Value Prediction_/001 What is machine learning_.mp4 4.57 MB
01 What Is Machine Learning and Value Prediction_/002 Supervised machine learning for value prediction.mp4 5.26 MB
01 What Is Machine Learning and Value Prediction_/003 Build a simple home value estimator.mp4 7.01 MB
01 What Is Machine Learning and Value Prediction_/004 Find the best weights automatically.mp4 6.83 MB
01 What Is Machine Learning and Value Prediction_/005 Cool uses of value prediction.mp4 6.64 MB
02 An Overview of Building a Machine Learning System/001 Introduction to NumPy, scikit-learn, and pandas.mp4 2.06 MB
02 An Overview of Building a Machine Learning System/002 Think in vectors_ How to work with large data sets efficiently.mp4 5.66 MB
02 An Overview of Building a Machine Learning System/003 The basic workflow for training a supervised machine learning model.mp4 3.72 MB
02 An Overview of Building a Machine Learning System/004 Gradient boosting_ A versatile machine learning algorithm.mp4 6.12 MB
03 Training Data/001 Explore a home value data set.mp4 8.34 MB
03 Training Data/002 Standard conventions for naming training data.mp4 1.57 MB
03 Training Data/003 Decide how much data you need.mp4 3.84 MB
04 Features/001 Feature engineering.mp4 6.92 MB
04 Features/002 Choose the best features for home value prediction.mp4 8.85 MB
04 Features/003 Use as few features as possible_ The curse of dimensionality.mp4 3.16 MB
05 Coding Our System/001 Prepare the features.mp4 4.97 MB
05 Coding Our System/002 Training vs. testing data.mp4 2.92 MB
05 Coding Our System/003 Train the value estimator.mp4 8.87 MB
05 Coding Our System/004 Measure accuracy with mean absolute error.mp4 4.51 MB
06 Improving Our System/001 Overfitting and underfitting.mp4 4.52 MB
06 Improving Our System/002 The brute force solution_ Grid search.mp4 6.1 MB
06 Improving Our System/003 Feature selection.mp4 6.85 MB
07 Using the Estimator in a Real-World Program/001 Predict values for new data.mp4 7.63 MB
07 Using the Estimator in a Real-World Program/002 Retrain the classifier with fresh data.mp4 3.65 MB
08 Conclusion/001 Wrap-up.mp4 1.43 MB
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