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  • CDS513 ANALITIK PERNIAGAAN BERDAYA RAMALAN (PREDICTIVE BUSINESS ANALYTICS)
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    CDS513_Course_Planner_Sem2 2023-2024
    eBooks
    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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  1. APPLIED SCIENCES
  2. SCHOOL OF COMPUTER SCIENCES
  3. Summary

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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

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