Summary of CDS503 MACHINE LEARNING

Portal ini merupakan portal eLearn@USM bagi Sidang Akademik 2021/2022,
Pensyarah boleh mengakses eLearn@USM Sidang 2022/2023 di pautan berikut:

https://elearning.usm.my/sidang2223

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CDS503 MACHINE LEARNING

Lecturer: DR. MOHD HALIM BIN MOHD NOOR
Lecturer: PROFESOR MADYA DR. UMI KALSOM BINTI YUSOF

Skill Level: Beginner

General

Announcements

Webex for CDS503 Exam

KSCP Final Exam [28 Sep 2022 10:30 am - 1:15 pm (2 hours 45 min)] - No extra time will be given

Previous semesters Exam questions

Week 1: Machine Learning Basics

01 Machine Learning Basic

Week 1 Recording

Week 2: Supervised Learning & Metrics

Video on Supervised Learning

[Lecture] Week 2 (Supervised Learning &amp; Metrics)

[Recording] Week 2 Recording Part 1

[Recording] Week 2 Recording Part 2

Week 3: Parametric vs Non-Parametric and Classification (Non-Parametric - KNN)

Video on Parametric vs Non-Parametric Algorithms

Video on K-Nearest Neighbour

[Lecture] 03 Parametric vs Non-Parametric Algorithms

[Lecture] 03 Non-parametric_1_KNN

[Recording] Week 3 Recording

Week 4: Classification (Non-Parametric - Decision Tree)

Video on Decision Tree

[Recording] Week 4 Recording

[Lecture] 04 DecisionTree Non-parametric_2

Week 5: Classification (Parametric - Naive Bayes)

[Lecture] 05 Bayes Parametric_1

[Recording] Week 5 Recording

Week 6: Classification (SVM)

06 SVM

[Recording] Week 6 Recording

Week 8: Regression

Notes: Regression

Notes: Regression (Numerical Examples)

Week 8 Recording

WEEK10: Unsupervised Learning: Clustering

Notes: Clustering

Notes: Clustering (Numerical Examples)

Lab: K-Means (Possible answers)

Week 10 Recording

WEEK11: Dimensionality Reduction

Notes: Dimensionality Reduction

Notes: Dimensionality Reduction (Numerical Examples)

Week 11 Recording

WEEK12: Neural Network

Notes: Neural Network

Tutorial on ANN and CNN (includes Numerical Example)

Week 12 Recording

Week 13: Convolutional Neural Network (Deep Learning)

Notes: Convolutional Neural Network

Week 13 Recording

WEEK14: Ensemble Learning

Screencast - Ensemble Learning

Screencast - Ensemble Learning (Lab)

Notes: Ensemble Learning

Heart dataset

CDS503 MACHINE LEARNING

[Lecture] Week 2 (Supervised Learning & Metrics)