Workshop: (Machine Learning Series) A Hands-On Introduction to Unsupervised Learning with Python (in English)

Date: 15 Nov 2023 (Wed) & 22 Nov 2023 (Wed) & 29 Nov 2023 (Wed)

Time: 14:30 - 16:00

Venue: Online via Zoom

Target Audience: All Students

Medium of Instruction: English

Pre-requisite:

• Basic programming knowledge: Participants should be familiar with basic programming concepts such as variables, functions, loops, and conditional statements in Python.

What you will learn:

• In this workshop, participants will learn the basics of unsupervised learning and how to apply clustering, dimensionality reduction, anomaly detection, and association rule mining algorithms to real-world datasets using Python. They will learn how to preprocess data, implement and evaluate multiple algorithms, and gain practical experience in applying unsupervised learning to real-world problems.

Course outline:

1. Introduction to Unsupervised Learning and Clustering
2. Dimensionality Reduction and Feature Extraction
3. Anomaly Detection and Association Rule Mining