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Video course · 8 chapters · 573 min · certificate

Machine Learning Foundations Course – Regression Analysis

A freeCodeCamp machine learning foundations course focused on regression: ML foundations, simple linear regression, finding the best-fit line, multiple linear regression with parameter vectors, advanced regression and two hands-on projects.

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What you'll learn

  • Explain ML foundations
  • Build simple linear regression
  • Fit the best line with beta coefficients
  • Apply multiple linear regression
  • Use advanced regression techniques
  • Complete regression projects

Chapters

8 chapters · 573:28
  1. 3:42 01Intro Members Introduction ML for beginners.
  2. 61:05 02Foundations Members ML foundations Core concepts.
  3. 107:06 03Linear Members Regression foundation Simple regression.
  4. 56:55 04Best fit Members Regression intermediate Finding betas.
  5. 63:45 05MLR Members Multiple linear regression Parameter vectors.
  6. 98:31 06Advanced Members Advanced regression Beyond the basics.
  7. 33:11 07Project Members Regression project 1 Hands-on.
  8. 149:13 08Project Members Regression project 2 Midterm project.

Jobs this course suits

Our AI checked this course against 500 jobs; these get the most out of it. Each job links to its learning path.

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