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Strategies to Avoid Overfitting
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Machine Learning
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Generalization and Overfitting
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Quiz: Train vs Test Data, Overfitting, Cost functions
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Keshav Dhandhania
Machine Learning @ MIT (2014). DM me for 1-on-1 mentorship (paid).
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Savan Visalpara
Machine Learning Practitioner
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Anant Jain
Co-Founder, CommonLounge
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Part of course:
Learn Machine Learning
Generalization and Overfitting
Previous item
Strategies to Avoid Overfitting
Hyperparameters
Hyperparameter example: Polynomial degree
What is hyperparameter tuning?
Validation Dataset
Regularization
L2 Regularization or Ridge Regression
L1 Regularization or Lasso Regression
Typical machine learning workflow
Summary
Quiz: Train vs Test Data, Overfitting, Cost functions
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