Machine Learning (ADVANCED)- Free Course

Get Machine Learning (ADVANCED) course for free. This course is absolutely free.No coupon required to avail of this course. Offer valid for a limited period only.

What you’ll learn

  • Introduction to machine learning.
  • Linear prediction
  • Maximum likelihood and linear prediction
  • Ridge, nonlinear regression with basic 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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