Machine Learning (MASTER Degree)

Get Machine Learning (MASTER Degree) course for free. Machine Learning Master Degre. This course is absolutely free.No coupon required to avail of this course.

What you’ll learn

  • Introduction to machine learning.
  • Linear prediction
  • Maximum likelihood and linear prediction
  • Ridge, nonlinear regression with basis functions and Cross-validation
  • Bayesian learning
  • Gaussian processes for nonlinear regression
  • Bayesian optimization, Thompson sampling and bandits
  • Decision trees
  • Random forests
  • Spring break
  • Random forests applications
  • Unconstrained optimization
  • Gradient descent and Newton’s method
  • Logistic regression, IRLS and importance sampling
  • Neural networks
  • Deep learning
  • Importance sampling and MCMC
  • Constrained optimization, Lagrangians and duality
  • Application to penalized maximum likelihood and Lasso
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