Introduction to Machine Learning – University18

Course Content

Different Types of Learning

Python Exercise on kNN and PCA

Collaborative Filtering

Feature Extraction

Feature Selection

k-Nearest Neighbour

Learning Decision Tree

Introduction to Decision Trees

Linear Regression

Evaluation and Cross-Validation

Hypothesis Space and Inductive Bias

Python Exercise on Decision Tree and Linear Regression

Multilayer Neural Network

Neural Network and Backpropagation Algorithm

Deep Neural Network

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9 Courses