/cousera-mathematics-for-machine-learning-specialization

Cousera's mathematics for machine learning specialization assignments solutions

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Cousera's Mathematics for Machine Learning Specialization Assignments Solutions

These are all the solutions I developed of all the programming assignments of this course set. I am sharing the code for educational use only. Try to solve the problems yourself first. It's more fun.

Cousera's Mathematics for Machine Learning - Linear Algebra

  1. Gram-Schmidt process solution
  2. Identifying special matrices solution
  3. PageRank algorithm solution
  4. Reflecting Bear solution

Cousera's Mathematics for Machine Learning - Multivariate Calculus

  1. Backpropagation solution
  2. Fitting the distribution of heights data solution
  3. Gradient descent in a sandpit solution
  4. The sandpit solution
  5. The sandpit - part 2 solution

Cousera's Mathematics for Machine Learning - PCA

  1. Distances and Angles between Images solution
  2. Mean and covariance of a data set and effect of a linear transformation solution
  3. Orthogonal projections solution
  4. Principal component analysis PCA solution