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Machine Learning with C++ [Video]
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The Purposes of Machine Learning
- The Course Overview
- Why Do We Use ML?
- Variety of Data Types
- Variety of ML Algorithms
- Simple Classification Task
- Why Choose C++?
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Modeling a Problem with Linear Regression
- A Brief Overview of Linear Regression
- Implementing Linear Regression
- Implementing the trainAlgorithm Member Function
- Implementing the Regress Function
- Implementing Linear Regression Using a while Loop
- Adjusting the Step Size
- Discussion
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Cluster Analysis with K-Means
- What Is Clustering?
- Implementing the K-Means Algorithm
- Implementing the clusterData Function
- Implementing computeMeans Function
- Implementing the assignLabels Function
- Implementing the printClusters Function
- Choosing K
- Discussion