Tell me and I forget, teach me and I may remember, involve me and I learn.

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Available Courses

Machine Learning -

Artificial Intelligence, deep learning, machine learning — whatever you’re doing if you don’t understand it — learn it. Because otherwise you’re going to be a dinosaur within 3 years.

Supervised Learning
  • Logistic regression
  • Perceptron
  • Exponential family
  • Generative learning algorithms
  • Gaussian discriminant analysis, Naive Bayes
  • Support vector machines
  • Model selection and feature selection
  • Ensemble methods: Bagging, boosting
  • Evaluating and debugging learning algorithms
Unsupervised learning
  • Clustering
  • K-means
  • EM. Mixture of Gaussians
  • Factor analysis
  • PCA (Principal components analysis)
  • ICA (Independent components analysis)
Reinforcement learning and control
  • MDPs. Bellman equationss
  • Value iteration and policy iteration
  • Linear quadratic regulation (LQR). LQG
  • Q-learning. Value function approximation
  • Policy search. Reinforce. POMDPs.