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[FreeCoursesOnline.Us] Machine-Learning-Essential-Training-Value-Estimations
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2018-7-30 15:37
2024-8-28 11:07
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147.47 MB
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Machine-Learning-Essential-Training-Value-Estimations
文件列表
00 Introduction/001 Welcome.mp4
6.79MB
00 Introduction/002 What you should know.mp4
619.49KB
00 Introduction/003 Using the exercise files.mp4
1.23MB
00 Introduction/004 Set up the development environment.mp4
6.87MB
01 What Is Machine Learning and Value Prediction_/001 What is machine learning_.mp4
4.57MB
01 What Is Machine Learning and Value Prediction_/002 Supervised machine learning for value prediction.mp4
5.26MB
01 What Is Machine Learning and Value Prediction_/003 Build a simple home value estimator.mp4
7.01MB
01 What Is Machine Learning and Value Prediction_/004 Find the best weights automatically.mp4
6.83MB
01 What Is Machine Learning and Value Prediction_/005 Cool uses of value prediction.mp4
6.64MB
02 An Overview of Building a Machine Learning System/001 Introduction to NumPy, scikit-learn, and pandas.mp4
2.06MB
02 An Overview of Building a Machine Learning System/002 Think in vectors_ How to work with large data sets efficiently.mp4
5.66MB
02 An Overview of Building a Machine Learning System/003 The basic workflow for training a supervised machine learning model.mp4
3.72MB
02 An Overview of Building a Machine Learning System/004 Gradient boosting_ A versatile machine learning algorithm.mp4
6.12MB
03 Training Data/001 Explore a home value data set.mp4
8.34MB
03 Training Data/002 Standard conventions for naming training data.mp4
1.57MB
03 Training Data/003 Decide how much data you need.mp4
3.84MB
04 Features/001 Feature engineering.mp4
6.92MB
04 Features/002 Choose the best features for home value prediction.mp4
8.85MB
04 Features/003 Use as few features as possible_ The curse of dimensionality.mp4
3.16MB
05 Coding Our System/001 Prepare the features.mp4
4.97MB
05 Coding Our System/002 Training vs. testing data.mp4
2.92MB
05 Coding Our System/003 Train the value estimator.mp4
8.87MB
05 Coding Our System/004 Measure accuracy with mean absolute error.mp4
4.51MB
06 Improving Our System/001 Overfitting and underfitting.mp4
4.52MB
06 Improving Our System/002 The brute force solution_ Grid search.mp4
6.1MB
06 Improving Our System/003 Feature selection.mp4
6.85MB
07 Using the Estimator in a Real-World Program/001 Predict values for new data.mp4
7.63MB
07 Using the Estimator in a Real-World Program/002 Retrain the classifier with fresh data.mp4
3.65MB
08 Conclusion/001 Wrap-up.mp4
1.43MB
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