Courses

Engineering > Computer Science


Course
Machine Learning
Lecturer
Mbogholi, John
University
Pwani University
Period
Spring 2022
Language
English

Keyword

Syllabus

Courses List

No. Course Format File Date
1 lecture 1 - Introduction to Machine Learning 2022-06-21
2 lecture 2 - Linear Regression, Decision Trees, Overfitting 2022-06-21
3 lecture 3 - Instance Based Learning, Feature Reduction, Collaborative Filtering, 2022-06-21
4 lecture 4 - Logistic Regression, Support Vector Machine 2022-06-21
5 lecture 5 - Clustering Techniques & Gaussian Mixture Model 2022-06-21
6 lecture 6 - Ensemble Models 2022-06-21
7 lecture 7 - Reinforcement Learning 2022-06-21
8 lecture 8 - Multiclass Classification 2022-06-21
9 lecture 9 - Probability & Bayes Learning 2022-06-21
10 lecture 10 - PCA & Autoencoders 2022-06-21
11 lecture 11 - Experimental Evaluation of Learning Algorithms 2022-06-21
12 lecture 12 - Implementation of Machine Learning Algorithms in Python 2022-06-21

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