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machine learning

Folder: courses/machine-learning

20 items under this folder.

  • May 12, 2023

    Approximation, Estimation Error & ERM

    • May 12, 2023

      Back Propagation and Improving Neural Networks

      • May 12, 2023

        Data Splits, Models & Cross Validation

        • May 12, 2023

          Debugging and Diagnostics

          • May 12, 2023

            Debugging ML Models and Error Analysis

            • May 12, 2023

              Decision Trees and Ensemble Methods

              • May 12, 2023

                EM Algorithm & Factor Analysis

                • May 12, 2023

                  Expectation Maximization Algorithms

                  • May 12, 2023

                    Independent Component Analysis and Reinforcement Learning

                    • May 12, 2023

                      Introduction to Neural Networks

                      • May 12, 2023

                        MDPs & Model Simulation

                        • May 12, 2023

                          MDPs & Value/Policy Iteration

                          • May 12, 2023

                            Reward Model and Linear Dynamical System

                            • May 12, 2023

                              GDA & Naive Bayes

                              • May 12, 2023

                                Introduction

                                • May 12, 2023

                                  Kernels

                                  • May 12, 2023

                                    Linear Regression and Gradient Descent

                                    • May 12, 2023

                                      Locally Weighted and Logicistic Regression

                                      • May 12, 2023

                                        Perceptron & Generalized Linear Model

                                        • May 12, 2023

                                          Support Vector Machines


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