Yaser Abu-Mostafa - Caltech


Lecture 01 - The Learning Problem

Lecture 01 - The Learning Problem

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 02 - Is Learning Feasible?

Lecture 02 - Is Learning Feasible?

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 03 -The Linear Model I

Lecture 03 -The Linear Model I

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 04 - Error and Noise

Lecture 04 - Error and Noise

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 05 - Training Versus Testing

Lecture 05 - Training Versus Testing

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 06 - Theory of Generalization

Lecture 06 - Theory of Generalization

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 07 - The VC Dimension

Lecture 07 - The VC Dimension

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 08 - Bias-Variance Tradeoff

Lecture 08 - Bias-Variance Tradeoff

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 09 - The Linear Model II

Lecture 09 - The Linear Model II

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 10 - Neural Networks

Lecture 10 - Neural Networks

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 11 - Overfitting

Lecture 11 - Overfitting

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 12 - Regularization

Lecture 12 - Regularization

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 13 - Validation

Lecture 13 - Validation

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 14 - Support Vector Machines

Lecture 14 - Support Vector Machines

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 15 - Kernel Methods

Lecture 15 - Kernel Methods

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 16 - Radial Basis Functions

Lecture 16 - Radial Basis Functions

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 17 - Three Learning Principles

Lecture 17 - Three Learning Principles

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa
Concepts In This Lecture:
Lecture 18 - Epilogue

Lecture 18 - Epilogue

Topic: Artificial Intelligence and Machine Learning
Teacher: Yaser Abu-Mostafa

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