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CDS503 PEMBELAJARAN MESIN (MACHINE LEARNING)
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Course Planner - Semester 2, 2023/2024 (F2F)
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Group Project: Interactive Poster Presentation Instructions
Group Project: Discussion
Group Formation Padlet Wall
Group Project: Group Selection
Group Project: Proposal Template
Group Project: Proposal Grading Rubric
Project Proposal Submission
Group Project: Final Report Template
Group Project: Final Report Grading Rubric
Final Report Submission
Group Project: Presentation Grading Rubric
Interactive Poster @ Padlet
Assignments
Task 1: Data Collection Task Description
Emotion Data Collection Form
Assignment: Data Collection Submission
Depression Risk and Social Media Use Survey
Assignment 1 Task Description
Data
Assignment 1: Grading Rubric
Assignment 1 Submission
Assignment 1: Run Model Test Set Instructions
Assignment 1 Test Set
Assignment 1: Model Testing
Assignment 2 Task Description
Data
Assignment 2: Grading Rubric
Assignment 2: Submission
Week 1: Introduction
Course Information
Week 1: Lecture Slides
AutoDraw
Quick, Draw!
Semantris
Dhar: Data Science and Prediction
Jordan & Mitchell: Machine learning: Trends, Perspectives, and Prospects
Week 1: Discussion
Week 2: Machine Learning Basics & Supervised Learning
Week 2: Housekeeping
Week 2: Lecture Slides
Data
Week 2: Discussion
Week 3: Classification (Overview)
Week 3: Housekeeping
Week 3: Lecture Slides
Week 3 Video Lecture: Classification
Python Installation and Setup: Guide
Lab 01
Lab 01 Exercise Submission
Lab 1 Video
Week 4: Classification (KNN and Decision Trees)
Week 4: Housekeeping
Week 4: Lecture Slides
Week 4 Video Lecture: K-Nearest Neighbor (KNN)
Lab 02
Lab 02 Submission
Class Activity: Decision Trees
Dark Side Decision Tree Submission
Week 5: Classification (Bayesian Classifiers and Support Vector Machines)
Week 5: Lecture Slides
Bayesian Classifiers Practice Quiz
Lab 03
Lab 03 Submission
Week 6: Classification (ML Experiment Design)
Week 6: Lecture Slides
Video: Understanding Feature Space
Week 7: Regression
Week 7: Lecture Slides
Week 7: Review Quiz
Week 7: Discussion
Lab 04
Lab 04 Submission
Week 8: Mid-Semester Break
Week 9: Neural Network
Week 9: Lecture Slides
Week 9: Housekeeping
Lab 05
Lab 05 Submission
Week 10: Dimensionality Reduction & Feature Selection
Week 10: Lecture Slides
Week 10: Review Quiz
Principal Component Analysis Video
Factor Analysis Video
Optional Reading: Wrappers for feature subset selection (Kohavi & John, 1997)
Lab 06
Lab 06 Submission
Week 11: K-Means Clustering (Unsupervised Learning)
Week 11: Lecture Slides
K-Means Clustering Video Lecture
Week 11: Review Quiz
Visualizing K-Means Clustering
Week 12: Hierarchical Clustering (Unsupervised Learning)
Week 12: Lecture Slides
Lab 7 Video
Lab 07
Lab 07 Submission
Class Activity: Clustering
Clustering Activity Submission
Week 13: Association Rule Mining
Week 13: Lecture Slides
Association Rule Mining Video Lecture
Week 13: Review Quiz
Lab 8 Video
Lab 08
Lab 08 Submission
Week 14: Ensemble Learning
Week 14: Lecture Slides
Week 14: Wrap-Up
Week 14: Review Quiz
Lab 09
Lab 09 Submission
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APPLIED SCIENCES
SCHOOL OF COMPUTER SCIENCES
Summary
Course info
CDS503 PEMBELAJARAN MESIN (MACHINE LEARNING)
Lecturer:
DR. JASY LIEW SUET YAN
Skill Level
:
Beginner