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CDS513 ANALITIK PERNIAGAAN BERDAYA RAMALAN (PREDICTIVE BUSINESS ANALYTICS)
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CDS513_Course_Planner_Sem2 2023-2024
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Test 2 mark
Group Project Mark
Test 2 sample answer
Coursework Compilation Mark (60)
ASSIGNMENTS
ASSIGNMENT 1 (SEMS-II -2023-2024)
Assignment 1 Topic Selection [available from Wed 17 Apr 24 @ 12 noon]
Assignment -1 Submission deadline [Saturday 18 th May 2024] @11:00PM
ASSIGNMENT 2 (SEMS-II -2023-2024)
Assignment -2 :
Assignment 2 : Topic Selection [Available from 24/5 to 26/5/2024]
Assignment 2 : Submission [14 June 2024]
PROJECT
Group Formation for Project
Project: List of group members (final)
CDS513 Sem II 2023-2024 Project (version 3 - updated)
Appendix B (Project report cover page)
Project Final Submission [7 July 2024, 5 pm]
One-page Poster Submission
Group Presentation Slot (10 July 2024)
LAB MATERIALS
Lab 1_Market Basket Analysis
Lab 2_Recommender System (Collaborative Filtering)
Lab 3_Recommender System (Content-based and Hybrid)
Lab 4_Regression (Linear Regression)
Lab 5_Time Series (ARIMA)_Part 1
Lab 6_Time Series (Machine Learning)_Part 2
Lab 7_Anomaly Detection (LOF & One-class SVM)
Lab 1 Exercise Submission [Due Date: 8th April 2024, 11.59pm]
Lab 4 Exercise Submission [Due Date: 3rd June 2024, 11.59pm]
Lab 6 Exercise Submission [Due Date: 17th June 2024, 11.59pm]
Week 1: Overview of Predictive Business Analytics (PBA)
Class Activity-1
Class-Activity-Week 1 - Submission
01-Overview Lecture on Predictive Business Analytics
Lecture 1: Practice Quiz
Week 2: Product Affinity, Market Basket Analysis Association Rules
10 Association Rules [CDS503 Lecture Materials]
02 Product Affinity, Market Basket Analysis _ Association Rules_FP-Tree
Topic 4 Case Studies
Class Activity: 4 Case Study - Submission.
Product Affinity- MBA Exercise
Product Affinity- Exercise Submission
Practice Quiz-II
Product Affinity_MBA_Exercise_Solution
Week 3: Predictive Business Analytics (Model Scope and Application)_
03- Predictive Business Analytics (Model Scope and Application)_
Practice Quiz-3
Week 4: Predictive Analytics: Process and Practice
CDS513-2324-Topic 4: Activity Slides
04 Principles in Developing Predictive Business Analytics_
Topic 4 CASE STUDIES
Week 4-Group Discussion -{Padlet}
CDS513 Principle of Business Analytics Exercise
CDS513 Principle of Business Analytics Exercise - Submission
Practice Quiz -4
Week 5: Recommender Systems
Recommender Systems -Part A [Lecture & Reading]
Padlet- Collaborative Filtering(Similiarity Exercise)
Recommender Systems [CF-Cosine,Mean-Centered-Overlapping-Mean Centered[Recording]
Recommender Systems-Collaborative Filtering-PartA
Practice Quiz 5 [TBA]
Week 6: Recommender Systems [Continued]
Recommender Systems-Context,Ensemble-Part B
TEST 1: SCHEDULE [06-MAY-2024] 8:15PM-9:15PM
MOCK -TEST 1
Week 7: Case studies in Predictive Business Analytics & TEST 1
TEST-1 INSTRUCTIONS
Flim Recommendation []
Week 9: Regression Analysis in Business Analytics
[Notes] 06 Regression Analysis
Week 10: Time Series and Forecasting (Part 1)
[Notes] 07 Time Series & Forecasting (Part 1)
Week 11: Time Series and Forecasting (Part 2)
[Notes] 07 Time Series (Part 2)
[Pre-recorded video] Lecture: 07 Time Series & Forecasting (part 2) - 1
[Pre-recorded video] Lecture: 07 Time Series & Forecasting (part 2) - 2
Supplementary document 1
[Pre-recorded video] Lab 6: Time Series (part 2)
Week 12: Anomaly Detection in Business Analytics
[Notes] 08 Anomaly Detection
Week 13: Organizational Challenges
[Notes] 09 Organizational Challenges
Top Reasons Employees and Managers Resist Change
Strategies to Manage Resistance to Change
Week 14: TEST 2 & Final Exam Revision
Week 15: Revision class
Exam Highlights
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APPLIED SCIENCES
SCHOOL OF COMPUTER SCIENCES
Summary
Course info
CDS513 ANALITIK PERNIAGAAN BERDAYA RAMALAN (PREDICTIVE BUSINESS ANALYTICS)
Lecturer:
DR. NUR INTAN RAIHANA BINTI RUHAIYEM
Lecturer:
PROFESOR MADYA DR. JOSHUA THOMAS JOHN VICTOR
Skill Level
:
Beginner