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[FreeCoursesOnline.Me] [Packt] Hands-On Problem Solving for Machine Learning [FCO]
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2019-4-7 19:50
2024-9-6 13:27
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828.95 MB
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FreeCoursesOnline
Me
Packt
Hands-On
Problem
Solving
for
Machine
Learning
FCO
文件列表
1.Working with Machine Learning/01.The Course Overview.mp4
24.23MB
1.Working with Machine Learning/02.Goals and Variations in Machine Learning.mp4
108.52MB
1.Working with Machine Learning/03.Installing WinPython and Using Jupyter Notebooks.mp4
34.58MB
1.Working with Machine Learning/04.Exploring Your Data Using Pandas.mp4
30.94MB
2.Data Wrangling/05.Types of Messy Data and How to Clean Them.mp4
30.57MB
2.Data Wrangling/06.Parsing Timestamps and Splitting Columns.mp4
36.56MB
2.Data Wrangling/07.Loading Data from Excel, CSVs, and SQL.mp4
30.95MB
3.Linear Regression — Predict Median Living Costs/08.Understanding Linear Regression.mp4
31.56MB
3.Linear Regression — Predict Median Living Costs/09.Implementing Linear Regression with Scikit-learn.mp4
31.75MB
3.Linear Regression — Predict Median Living Costs/10.Troubleshooting Linear Regression.mp4
32.76MB
4.Logistic Regression Classify/11.Exploring and Cleaning the Plants Dataset.mp4
38.33MB
4.Logistic Regression Classify/12.Understanding Logistic Regression.mp4
23.99MB
4.Logistic Regression Classify/13.Implementing Train-Test-Splits and Logistic Regression.mp4
36.94MB
5.Predicting the Future/14.Build a Robust Model with Cross Validation.mp4
32.79MB
5.Predicting the Future/15.Create Complex Models with Scikit-learn Pipelines.mp4
37.05MB
5.Predicting the Future/16.Find the Best Model with Hyperparameter Search.mp4
38.99MB
6.Diagnosing Issues with Models/17.Understanding Our Accuracy in Predicting Numbers.mp4
37.63MB
6.Diagnosing Issues with Models/18.Assessing Our Correctness in Predicting Labels.mp4
29.95MB
6.Diagnosing Issues with Models/19.Dealing with Overfitting Using Regularization.mp4
160.87MB
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