Machine Learning: Stanford CS229 Autumn 2018
Lecture 16: Independent Component Analysis and Reinforcement Learning
Machine Learning: Stanford CS229 Autumn 2018
0%
Completed
المحتوى
Lecture 1: Introduction to Machine Learning
Video - 1:15:20 mins
Lecture 1: Introduction to Machine Learning
Video - 1:15:20 mins
Lecture 2: Linear Regression and Gradient Descent
Video - 1:15:20 mins
Lecture 3: Locally Weighted Logistic Regression
Video - 1:15:20 mins
Lecture 4: Perceptron and Generalized Linear Models
Video - 1:15:20 mins
Lecture 5: Gaussian Discriminant Analysis and Naive Bayes
Video - 1:15:20 mins
Lecture 6: Support Vector Machines
Video - 1:15:20 mins
Lecture 7: Kernels
Video - 1:15:20 mins
Lecture 8: Data Splits, Models, and Cross-Validation
Video - 1:15:20 mins
Lecture 9: Approximation of Estimation Error and Empirical Risk Minimization
Video - 1:15:20 mins
Lecture 10: Decision Trees and Ensemble Methods
Video - 1:15:20 mins
Lecture 11: Introduction to Neural Networks
Video - 1:15:20 mins
Lecture 12: Backpropagation and Improving Neural Networks
Video - 1:15:20 mins
Lecture 13: Debugging Machine Learning Models and Error Analysis
Video - 1:15:20 mins
Lecture 14: Expectation Maximization Algorithms
Video - 1:15:20 mins
Lecture 15: EM Algorithm and Factor Analysis
Video - 1:15:20 mins
Lecture 16: Independent Component Analysis and Reinforcement Learning
Video - 1:15:20 mins
Lecture 17: Markov Decision Processes, Value Iteration, and Policy Iteration
Video - 1:15:20 mins
Lecture 18: Continuous State MDP Model Simulation
Video - 1:15:20 mins
Lecture 19: Reward Models and Linear Dynamical Systems
Video - 1:15:20 mins
Lecture 20: Debugging and Diagnostics in Reinforcement Learning
Video - 1:15:20 mins
Final Exam - Machine Learning: Stanford CS229 Autumn 2018
Quiz
Final Exam - Machine Learning: Stanford CS229 Autumn 2018
Quiz
Final Exam - Machine Learning: Stanford CS229 Autumn 2018
Quiz
More
Announcements
Reviews
Course Info
Learn about independent component analysis and its relationship with reinforcement learning.
Sign in
Sign up
Sign in
Don’t have an account?
Sign up
Remember me
Lost your password?
Sign up
Already have an account?
Sign in
