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  • CPC351/CPM351 PRINSIP ANALITIK DATA (PRINCIPLES OF DATA ANALYTICS)
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    COURSE INFORMATION
    Announcements
    General Forum
    ACADEMIC CALENDAR, COURSE PLAN & ONLINE CLASSES
    USM Academic Calendar 2023/2024
    CPC351/CPM351 Course Plan v1
    ATTENDANCE
    LABS
    Lab Group Choice
    Lab 01 Introduction to R
    Lab 02 - R Data Structures, Charts, Graphs, and Data Import & Export
    Lab 03 – Descriptive Statistics and Normal Distribution
    Lab 04 - Clustering
    Lab 05 - Association Rules
    Lab 06 - Linear Regression
    Lab 07 - Classification
    ASSIGNMENTS & PROJECT
    Assignments and Project Group Formation
    Assignment 01 - Basic of R Programming
    Assignment 01 Submission Link
    Assignment 02 - Data Exploration and Visualization
    Assignment 02 Submission Link
    Project
    Project Submission Link
    Project Presentation Slot Booking
    INTRODUCTION TO BIG DATA ANALYTICS
    01 INTRODUCTION TO BIG DATA ANALYTICS
    FOUNDATIONS OF DATA ANALYTICS METHODS USING R
    02 FOUNDATIONS OF DATA ANALYTICS METHODS USING R - Part 01
    02 FOUNDATIONS OF DATA ANALYTICS METHODS USING R - Part 02
    02 FOUNDATIONS OF DATA ANALYTICS METHODS USING R - Part 03
    02 FOUNDATIONS OF DATA ANALYTICS METHODS USING R - Part 04
    02 Scripts
    02 Data
    STATISTICAL CONCEPTS
    03 STATISTICAL CONCEPTS - Part 01
    03 STATISTICAL CONCEPTS - Part 02
    03 Scripts
    03 Data
    STATISTICAL METHODS FOR EVALUATION
    04 STATISTICAL METHODS FOR EVALUATION - Part 01
    04 STATISTICAL METHODS FOR EVALUATION - Part 02
    04 Scripts
    04 Data
    CHOOSING AND EVALUATING MODELS
    05 CHOOSING AND EVALUATING MODELS - Part 01
    05 CHOOSING AND EVALUATING MODELS - Part 02
    05 Scripts
    05 Data
    YouTube: Machine Learning Basics: Confusion Matrix & Precision/Recall Simplified | By Dr. Ry @Stemplicity
    YouTube: Confusion Matrix In Machine Learning | Confusion Matrix Explained With Example | Simplilearn
    YouTube: Machine Learning Fundamentals: The Confusion Matrix
    YouTube: ROC and AUC, Clearly Explained!
    YouTube: Machine Learning Fundamentals: Cross Validation
    OVERVIEW OF ANALYTICAL THEORY AND METHODS (PART 1)
    06 OVERVIEW OF ANALYTICAL THEORY AND METHODS - CLUSTERING
    YouTube: Clustering In Data Science | Data Science Tutorial | Simplilearn
    YouTube: Applied K-Means Clustering in R
    06 OVERVIEW OF ANALYTICAL THEORY AND METHODS - ASSOCIATION RULES
    YouTube: Apriori Algorithm Explained | Association Rule Mining | Finding Frequent Itemset | Edureka
    YouTube: Apriori Algorithm | Association Rule Mining | Finding Frequent Itemset | 2023 | Simplilearn
    OVERVIEW OF ANALYTICAL THEORY AND METHODS (PART 2)
    07 Scripts
    07 Data
    07 OVERVIEW OF ANALYTICAL THEORY AND METHODS - REGRESSION
    YouTube: Calculating the Least Squares Regression Line by Hand
    YouTube: Linear Regression in R, Step-by-Step
    YouTube: Linear Regression, Clearly Explained!!!
    YouTube: Multiple Regression, Clearly Explained!!!
    YouTube: StatQuest: Logistic Regression
    YouTube: Logistic Regression in R, Clearly Explained!!!!
    YouTube: Logistic Regression - Predicting Basketball Wins
    07 OVERVIEW OF ANALYTICAL THEORY AND METHODS - CLASSIFICATION
    YouTube: Decision and Classification Trees, Clearly Explained!!!
    YouTube: Naive Bayes, Clearly Explained!!!
    DOCUMENTATION, DEPLOYMENT AND PRESENTATIONS
    08 DOCUMENTATION, DEPLOYMENT AND PRESENTATIONS
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  1. APPLIED SCIENCES
  2. SCHOOL OF COMPUTER SCIENCES
  3. Summary

Course info

CPC351/CPM351 PRINSIP ANALITIK DATA (PRINCIPLES OF DATA ANALYTICS)

  • Lecturer: PROFESOR MADYA DR. WONG LI PEI
Skill Level: Beginner

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