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[FreeCoursesOnline.Me] [Packt] Hands-On Problem Solving for Machine Learning [FCO]

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种子名称： [FreeCoursesOnline.Me] [Packt] Hands-On Problem Solving for Machine Learning [FCO]
文件类型：视频
文件数目： 19个文件
文件大小： 828.95 MB
收录时间： 2019-4-7 19:50
已经下载： 3次
资源热度： 220
最近下载： 2025-1-18 04:41

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1.Working with Machine Learning/01.The Course Overview.mp424.23MB

1.Working with Machine Learning/02.Goals and Variations in Machine Learning.mp4108.52MB

1.Working with Machine Learning/03.Installing WinPython and Using Jupyter Notebooks.mp434.58MB

1.Working with Machine Learning/04.Exploring Your Data Using Pandas.mp430.94MB

2.Data Wrangling/05.Types of Messy Data and How to Clean Them.mp430.57MB

2.Data Wrangling/06.Parsing Timestamps and Splitting Columns.mp436.56MB

2.Data Wrangling/07.Loading Data from Excel, CSVs, and SQL.mp430.95MB

3.Linear Regression — Predict Median Living Costs/08.Understanding Linear Regression.mp431.56MB

3.Linear Regression — Predict Median Living Costs/09.Implementing Linear Regression with Scikit-learn.mp431.75MB

3.Linear Regression — Predict Median Living Costs/10.Troubleshooting Linear Regression.mp432.76MB

4.Logistic Regression Classify/11.Exploring and Cleaning the Plants Dataset.mp438.33MB

4.Logistic Regression Classify/12.Understanding Logistic Regression.mp423.99MB

4.Logistic Regression Classify/13.Implementing Train-Test-Splits and Logistic Regression.mp436.94MB

5.Predicting the Future/14.Build a Robust Model with Cross Validation.mp432.79MB

5.Predicting the Future/15.Create Complex Models with Scikit-learn Pipelines.mp437.05MB

5.Predicting the Future/16.Find the Best Model with Hyperparameter Search.mp438.99MB

6.Diagnosing Issues with Models/17.Understanding Our Accuracy in Predicting Numbers.mp437.63MB

6.Diagnosing Issues with Models/18.Assessing Our Correctness in Predicting Labels.mp429.95MB

6.Diagnosing Issues with Models/19.Dealing with Overfitting Using Regularization.mp4160.87MB