Skip to main content
New Self-paced AI courses — learn ML, deep learning, and agents on your schedule. Enroll free

Machine Learning

Supervised learning deep dive

Loss functions, optimization loop, hyperparameters, gradient descent for ML.

5 lessons Follow in order
Use the button below to sign in and unlock lessons.
Your path

Lessons in sequence

Work through these in order—each lesson builds on the previous one.

  1. Lesson 1 of 5

    Regression vs classification

    Enroll to open · 6 min read

  2. Lesson 2 of 5

    Loss functions

    Enroll to open · 8 min read

  3. Lesson 3 of 5

    The optimization loop

    Enroll to open · 7 min read

  4. Lesson 4 of 5

    Gradient descent for ML

    Enroll to open · 8 min read

  5. Lesson 5 of 5

    Hyperparameters and how to set them

    Enroll to open · 7 min read

← Back to course