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AI & Machine Learning / Beginner

Linear Algebra and Calculus for ML

Make sense of vectors, matrix dimensions and gradient steps with hand calculations.

3 lessons6 min reading + exercisesSelf-paced

What you’ll be able to do

  • Calculate a dot product
  • Check matrix multiplication dimensions
  • Interpret a derivative and a gradient step

Your learning path

  1. 01Vectors and dot products2 min
  2. 02Check the shape of a calculation2 min
  3. 03Follow a slope downhill2 min
  4. ✓Final knowledge check75% to pass