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2021 free Machine learning edX course from Caltech| Allin1hub

Updated: Dec 3, 2021

[Find course link at bottom of this page, before video]

Some course details:

Offered By: edX, Caltech

Cost: Free!!

Certificate: No

Duration: 100 hrs (Depends on learner)

Course Type: Videos, quiz, case studies

Allin1hub Ratings: 8/10

2021 free machine learning course on edx review allin1hub
Edx Free machine learning course| Allin1hub

What is this course all about?

This introductory computer science course in machine learning will cover basic theory, algorithms, and applications.

What are the Prerequisites?

  • Basic probability, matrices, and calculus.

  • Familiar with some programming

How can I register for the course?

  1. Visit the edX website

  2. Click on sign up

  3. Use your google account to signup or use mail

  4. Add First name, password & other details

  5. Now just login

  6. Start the course!

Content of the course:

  1. The Learning Problem

  2. Is Learning Feasible?

  3. The Linear Model I

  4. Error and Noise

  5. Error and Noise

  6. Theory of Generalization

  7. The VC Dimension

  8. Bias-Variance Tradeoff

  9. The Linear Model II

  10. Neural Networks

  11. Overfitting

  12. Regularization

  13. Validation

  14. Support Vector Machines

  15. Kernel Methods

  16. Radial Basis Functions

  17. Three Learning Principles

  18. Epilogue

What's the best thing about the course?

You get an in-depth understanding of machine learning on how to perform the desired task based on information extracted from the data.

COURSE LINK in the button:

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