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: A key theme is the tradeoff between model complexity, amount of training data, and generalization error—the ability to predict unseen data rather than just replicating training examples. Key Topics Covered introduction to machine learning ethem alpaydin pdf github
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The latest edition significantly updated the material to reflect recent industry shifts: amount of training data
Madhabpoulik/books-for-ml : Hosts Alpaydin's related book, Machine Learning: The New AI .
If you search for "Alpaydin machine learning github" directly on GitHub (not Google), you will find valuable repositories. Here are the types of repos you should look for, along with their typical filenames: