Programming

ML Foundations

4 Modules 92 Lessons

Machine Learning foundations for absolute beginners. Each recorded video is followed by active, auto-checked activities.

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Course Curriculum

1

Module 1 - The Foundation: how a machine learns

19 activities
ML01 — What is Machine Learning
Video
ML01 — Is it machine learning?
Quiz
ML02 — Three Ways Machines Learn
Video
ML02 — Sort tasks into the three kinds of learning
Codewalk
ML02 — Which kind of learning?
Quiz
ML03 — Features and Labels
Video
ML03 — Read the data: what are X and y?
Codecoach
ML03 — Features and labels
Quiz
ML04 — Guess, Check, Adjust
Video
ML04 — The guess-check-adjust loop
Quiz
ML05 — Loss
Video
ML05 — Which guess has lower loss?
Codecoach
ML05 — Compute the loss by hand
Codewalk
ML06 — Gradient Descent
Video
ML06 — Gradient descent intuition
Quiz
ML06 — One step of gradient descent
Codewalk
ML07 — Overfitting
Video
ML07 — Which model generalizes?
Codecoach
ML07 — Spotting overfitting
Quiz
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Cost: INR 399.00

This course includes

  • 92 on-demand lessons
  • 4 learning modules
  • Certificate on completion
  • Access on any device
  • Lifetime access

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