Skip to main content
CPC152 ASAS DAN PENGATURCARAAN UNTUK ANALITIK DATA (FOUNDATIONS AND PROGRAMMING FOR DATA ANALYTICS)
0%
Previous
Course data
CPC152 FOUNDATIONS AND PROGRAMMING FOR DATA ANALYTICS
Announcements
Course Reference Book 1 (Extra)
Course Reference Book 2 (Extra)
CPC152 (Tentative Course Planner)
Tutorial Group (Group A-E) SA 2023-2024 (Sem 2)
CPC152 (60%)
Week 1
01 INTRODUCTION TO DATA ANALYSIS
01 Installing and Working with Jupyter Notebook
01 Creating an Excel Sheet
01 Data set
01 EDA Sales Program
Week 2
02 INTERACTIVE VISUALIZATION BY PYTHON
Sales Report – Barchart Dataset
Yearly Sales Report - Linechart Dataset
Assignment
Assignment Rubrics
Dataset - car_prices.csv
Please perform the submission to this link (Assignment)
Assignment Sample
How to make a merged SINGLE PDF file with matric no
“Javascript error: IPython is not defined”
Week 3
03 Basics of Python Programming
Tutorial 1 - Week 3 - EDA netflix Student Worksheet
netflix_titles.csv
Tutorial recording
Tutorial-1 Submission Link
Steps to activate the magic command
Week 4
04 Basics of Python Programming
Tutorial 2 - Week 4 - Data visualization Student Worksheet
netflix_titles.csv
Sales Report – Barchart Dataset.csv
Yearly Sales Report - Linechart Dataset.csv
Tutorial - Week 4 - Group B - ONLINE Link
Tutorial - Week 4 - Group E - ONLINE Link
Tutorial - Week 4 - Group C - ONLINE Link
Tutorial-2 Submission Link
Homework
Week 5
Tutorial - Week 5 - Group B Link
Tutorial - Week 5 - Group C & A Link
Tutorial 3 - Week 5 - Student Worksheet
Tutorial 3 - Week 5 - Submission Link
05 Basics of Python Programming
data.csv
Solutions for today's class exercises - List & Tuple
Week 6
Tutorial 4 - Week 6 Student Worksheet
Tutorial 4 - Week 6 - Submission Link
06 Working with Data in Python
Data Set
Tutorial 4 - Week 6 - Recording (for Group A & C)
Revision Questions
Week 7
07 Documentation and Presentation
07 Word Cloud - Python Program
Tutorial 5 - Week 7
Tutorial 5 - Week 7 - submission link
Announcement
Test1 Result
Assignment Marks
CPC152 Group Project (Due: 24 June 2024, by 5:00 pm)
CPC152 Project
CPC152 Project (Rubric)
Project Submission (Due: 24th June 2024, by 5:00 pm)
Dataset (for Project)
Group Project Members (Grouping)
Week 9
Week 9 (20/5/24)
Week 9 (21.5.24) Part 1
Recording (Tutorial_Week 9)
Tutorial (Week 9)
Tutorial (Week 9) Solution
Week 10
Week 10 (27.5.24) Part 2
Video Lecture (28.5.24) Part 2
Hands-on Part 1
Hands-on Part 2
Loan.csv
train370.csv
test244.csv
realtest.csv
Tutorial (Week 10)
Tutorial (Week 10) Solutions
Week 11
Video Lecture (3.6.24)
Week 11 (3.6.24)
Week 11 (4.6.24) Part 1
Tutorial (Week 11)
Exercises.csv
Recording (Tutorial_Week 11)
Week 12
Week 12 (10.6.24) Part 2
Solutions for Checkpoint Exercises (10.6.2024)
Week 12 (10.6.24)
kc_house_data.csv
kc_house_data_real.csv
Week 12 (11.6.24)
Tutorial (Week 12)
Week 13
Video Lecture (17.6.24 & 18.6.24)
Week 12 (17.6.24 & 18.6.24)
Week 14
Week 14 (25.6.24)
Iris.csv
train_fs.csv
Tutorial (Week 14)
Week 15
Video Lecture (1.7.2024 & 2.7.2024)
Week 15 (1.7.2024 & 2.7.2024)
Extra Reference (Video)
Tutorial (Week 15)
Next
Side panel
Categories
All categories
APPLIED SCIENCES
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING...
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING.../Semester I
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING.../Semester II
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING.../Semester I & II
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING.../KSCP
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC...
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC.../Semester I
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC.../Semester II
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC.../Semester I & II
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC.../KSCP
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO...
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO.../Semester I
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO.../Semester II
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO.../Semester I & II
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO.../KSCP
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES...
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES.../Semester I
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES.../Semester II
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES.../Semester I & II
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES.../KSCP
APPLIED ARTS
APPLIED ARTS/SCHOOL OF MANAGEMENT
APPLIED ARTS/SCHOOL OF MANAGEMENT/Semester I
APPLIED ARTS/SCHOOL OF MANAGEMENT/Semester I/ODL
APPLIED ARTS/SCHOOL OF MANAGEMENT/Semester II
APPLIED ARTS/SCHOOL OF MANAGEMENT/Semester I & II
APPLIED ARTS/SCHOOL OF MANAGEMENT/KSCP
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS...
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../Semester I
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../Semester I/ODL
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../Semester II
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../Semester I & II
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../KSCP
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI...
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI.../Semester I
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI.../Semester II
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI.../Semester I & II
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI.../KSCP
APPLIED ARTS/SCHOOL OF COMMUNICATION
APPLIED ARTS/SCHOOL OF COMMUNICATION/Semester I
APPLIED ARTS/SCHOOL OF COMMUNICATION/Semester II
APPLIED ARTS/SCHOOL OF COMMUNICATION/Semester I & II
APPLIED ARTS/SCHOOL OF COMMUNICATION/KSCP
APPLIED ARTS/SCHOOL OF ARTS
APPLIED ARTS/SCHOOL OF ARTS/Semester I
APPLIED ARTS/SCHOOL OF ARTS/Semester II
APPLIED ARTS/SCHOOL OF ARTS/Semester I & II
APPLIED ARTS/SCHOOL OF ARTS/KSCP
PURE ARTS
PURE ARTS/SCHOOL OF LANGUAGES, LITERA...
PURE ARTS/SCHOOL OF LANGUAGES, LITERA.../Semester I
PURE ARTS/SCHOOL OF LANGUAGES, LITERA.../Semester II
PURE ARTS/SCHOOL OF LANGUAGES, LITERA.../Semester I & II
PURE ARTS/SCHOOL OF LANGUAGES, LITERA.../KSCP
PURE ARTS/SCHOOL OF HUMANITIES
PURE ARTS/SCHOOL OF HUMANITIES/Semester I
PURE ARTS/SCHOOL OF HUMANITIES/Semester II
PURE ARTS/SCHOOL OF HUMANITIES/Semester I & II
PURE ARTS/SCHOOL OF HUMANITIES/KSCP
PURE ARTS/SCHOOL OF SOCIAL SCIENCES
PURE ARTS/SCHOOL OF SOCIAL SCIENCES/Semester I
PURE ARTS/SCHOOL OF SOCIAL SCIENCES/Semester II
PURE ARTS/SCHOOL OF SOCIAL SCIENCES/Semester I & II
PURE ARTS/SCHOOL OF SOCIAL SCIENCES/KSCP
PURE SCIENCES
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES...
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES.../Semester I
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES.../Semester II
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES.../Semester I & II
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES.../KSCP
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE...
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE.../Semester I
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE.../Semester II
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE.../Semester I & II
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE.../KSCP
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC...
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC.../Semester I
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC.../Semester II
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC.../Semester I & II
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC.../KSCP
PURE SCIENCES/SCHOOL OF PHYSICS
PURE SCIENCES/SCHOOL OF PHYSICS/Semester I
PURE SCIENCES/SCHOOL OF PHYSICS/Semester II
PURE SCIENCES/SCHOOL OF PHYSICS/Semester I & II
PURE SCIENCES/SCHOOL OF PHYSICS/KSCP
ENGINEERING
ENGINEERING/SCHOOL OF MATERIALS & M...
ENGINEERING/SCHOOL OF MATERIALS & M.../Semester I
ENGINEERING/SCHOOL OF MATERIALS & M.../Semester II
ENGINEERING/SCHOOL OF MATERIALS & M.../Semester I & II
ENGINEERING/SCHOOL OF MATERIALS & M.../KSCP
ENGINEERING/SCHOOL OF ELECTRICAL & ...
ENGINEERING/SCHOOL OF ELECTRICAL & .../Semester I
ENGINEERING/SCHOOL OF ELECTRICAL & .../Semester II
ENGINEERING/SCHOOL OF ELECTRICAL & .../Semester I & II
ENGINEERING/SCHOOL OF ELECTRICAL & .../KSCP
ENGINEERING/SCHOOL OF CIVIL ENGINEERING...
ENGINEERING/SCHOOL OF CIVIL ENGINEERING.../Semester I
ENGINEERING/SCHOOL OF CIVIL ENGINEERING.../Semester II
ENGINEERING/SCHOOL OF CIVIL ENGINEERING.../Semester I & II
ENGINEERING/SCHOOL OF CIVIL ENGINEERING.../KSCP
ENGINEERING/SCHOOL OF MECHANICAL ENGINE...
ENGINEERING/SCHOOL OF MECHANICAL ENGINE.../Semester I
ENGINEERING/SCHOOL OF MECHANICAL ENGINE.../Semester II
ENGINEERING/SCHOOL OF MECHANICAL ENGINE.../Semester I & II
ENGINEERING/SCHOOL OF MECHANICAL ENGINE.../KSCP
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE...
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE.../Semester I
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE.../Semester II
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE.../Semester I & II
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE.../KSCP
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER...
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER.../Semester I
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER.../Semester II
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER.../Semester I & II
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER.../KSCP
DENTAL
DENTAL/SCHOOL OF DENTAL SCIENCES
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 5
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 4
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 3
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 2
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 1
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/DOCTOR DPH
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/DOCTOR DPH/Semester I
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/DOCTOR DPH/Semester II
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/DOCTOR DPH/Semester I & II
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/MASTER DPH
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/MASTER DPH/Semester I
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/MASTER DPH/Semester II
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/MASTER DPH/Semester I & II
DENTAL/SCHOOL OF DENTAL SCIENCES/LECTURER
MEDICAL
MEDICAL/SCHOOL OF MEDICAL SCIENCES
MEDICAL/SCHOOL OF MEDICAL SCIENCES.../Semester I
MEDICAL/SCHOOL OF MEDICAL SCIENCES.../Semester II
MEDICAL/SCHOOL OF MEDICAL SCIENCES.../Semester I & II
MEDICAL/SCHOOL OF MEDICAL SCIENCES.../KSCP
HEALTH
HEALTH/SCHOOL OF HEALTH SCIENCES
HEALTH/SCHOOL OF HEALTH SCIENCES/Semester I
HEALTH/SCHOOL OF HEALTH SCIENCES/Semester II
HEALTH/SCHOOL OF HEALTH SCIENCES/Semester I & II
HEALTH/SCHOOL OF HEALTH SCIENCES/KSCP
OTHERS
OTHERS/INSTITUTE OF NANO OPTOELECT...
OTHERS/INSTITUTE OF NANO OPTOELECT.../Semester I
OTHERS/INSTITUTE OF NANO OPTOELECT.../Semester II
OTHERS/INSTITUTE OF NANO OPTOELECT.../Semester I & II
OTHERS/SPLIT COURSES
OTHERS/SPLIT COURSES/Semester I
OTHERS/SPLIT COURSES/Semester II
OTHERS/SPLIT COURSES/Semester I & II
OTHERS/INSTITUTE FOR RESEARCH IN M...
OTHERS/INSTITUTE FOR RESEARCH IN M.../Semester I
OTHERS/INSTITUTE FOR RESEARCH IN M.../Semester II
OTHERS/INSTITUTE FOR RESEARCH IN M.../Semester I & II
OTHERS/INSTITUTE FOR RESEARCH IN M.../KSCP
OTHERS/COLLABORATIVE MICROELECTRON...
OTHERS/COLLABORATIVE MICROELECTRON.../Semester I
OTHERS/COLLABORATIVE MICROELECTRON.../Semester II
OTHERS/CENTRE FOR ISLAMIC DEVELOPM...
OTHERS/CENTRE FOR ISLAMIC DEVELOPM.../Semester I
OTHERS/CENTRE FOR ISLAMIC DEVELOPM.../Semester II
OTHERS/CENTRE FOR ISLAMIC DEVELOPM.../Semester I & II
OTHERS/NATIONAL ADVANCED IPV6 CENT...
OTHERS/NATIONAL ADVANCED IPV6 CENT.../Semester I
OTHERS/NATIONAL ADVANCED IPV6 CENT.../Semester II
OTHERS/WOMEN'S DEVELOPMENT RESEARC...
OTHERS/WOMEN'S DEVELOPMENT RESEARC.../Semester I
OTHERS/CENTRE FOR GLOBAL SUSTAINAB...
OTHERS/CENTRE FOR GLOBAL SUSTAINAB.../Semester I
OTHERS/CENTRE FOR GLOBAL SUSTAINAB.../Semester II
OTHERS/ADVANCED MEDICAL & DENT...
OTHERS/ADVANCED MEDICAL & DENT.../Semester I
OTHERS/ADVANCED MEDICAL & DENT.../Semester II
OTHERS/ADVANCED MEDICAL & DENT.../Semester I & II
OTHERS/ADVANCED MEDICAL & DENT.../KSCP
OTHERS/CO-CURRICULUM
OTHERS/CO-CURRICULUM/Semester I
OTHERS/CO-CURRICULUM/Semester II
OTHERS/CO-CURRICULUM/Semester I & II
OTHERS/CENTRE FOR DRUG RESEARCH
OTHERS/CENTRE FOR DRUG RESEARCH/Semester I
OTHERS/CENTRE FOR ARCHAELOGICAL RE...
OTHERS/CENTRE FOR ARCHAELOGICAL RE.../Semester I
OTHERS/CENTRE FOR ARCHAELOGICAL RE.../Semester II
OTHERS/CENTRE FOR INSTRUCTIONAL TE...
OTHERS/CENTRE FOR INSTRUCTIONAL TE.../Semester I
OTHERS/CENTRE FOR INSTRUCTIONAL TE.../Semester II
OTHERS/CENTRE FOR INSTRUCTIONAL TE.../Semester I & II
OTHERS/CENTRE FOR INSTRUCTIONAL TE.../KSCP
OTHERS/CENTRE FOR POLICY RESEARCH ...
OTHERS/CENTRE FOR POLICY RESEARCH .../Semester I
OTHERS/CENTRE FOR POLICY RESEARCH .../Semester II
New Course
Home
Course Archive
Sidang 2022/2023
Sidang 2021/2022
Sidang 2020/2021
Course Search
ePortfolio Mahara
Helpdesk
Contact Us
Elearn USM Support Center
Log in
Please login using USM Identity
Login For Admin/Guest
Categories
Collapse
Expand
All categories
APPLIED SCIENCES
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING...
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING.../Semester I
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING.../Semester II
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING.../Semester I & II
APPLIED SCIENCES/SCHOOL OF HOUSING, BUILDING.../KSCP
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC...
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC.../Semester I
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC.../Semester II
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC.../Semester I & II
APPLIED SCIENCES/SCHOOL OF PHARMACEUTICAL SC.../KSCP
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO...
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO.../Semester I
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO.../Semester II
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO.../Semester I & II
APPLIED SCIENCES/SCHOOL OF INDUSTRIAL TECHNO.../KSCP
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES...
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES.../Semester I
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES.../Semester II
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES.../Semester I & II
APPLIED SCIENCES/SCHOOL OF COMPUTER SCIENCES.../KSCP
APPLIED ARTS
APPLIED ARTS/SCHOOL OF MANAGEMENT
APPLIED ARTS/SCHOOL OF MANAGEMENT/Semester I
APPLIED ARTS/SCHOOL OF MANAGEMENT/Semester I/ODL
APPLIED ARTS/SCHOOL OF MANAGEMENT/Semester II
APPLIED ARTS/SCHOOL OF MANAGEMENT/Semester I & II
APPLIED ARTS/SCHOOL OF MANAGEMENT/KSCP
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS...
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../Semester I
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../Semester I/ODL
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../Semester II
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../Semester I & II
APPLIED ARTS/GRADUATE SCHOOL OF BUSINESS.../KSCP
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI...
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI.../Semester I
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI.../Semester II
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI.../Semester I & II
APPLIED ARTS/SCHOOL OF EDUCATIONAL STUDI.../KSCP
APPLIED ARTS/SCHOOL OF COMMUNICATION
APPLIED ARTS/SCHOOL OF COMMUNICATION/Semester I
APPLIED ARTS/SCHOOL OF COMMUNICATION/Semester II
APPLIED ARTS/SCHOOL OF COMMUNICATION/Semester I & II
APPLIED ARTS/SCHOOL OF COMMUNICATION/KSCP
APPLIED ARTS/SCHOOL OF ARTS
APPLIED ARTS/SCHOOL OF ARTS/Semester I
APPLIED ARTS/SCHOOL OF ARTS/Semester II
APPLIED ARTS/SCHOOL OF ARTS/Semester I & II
APPLIED ARTS/SCHOOL OF ARTS/KSCP
PURE ARTS
PURE ARTS/SCHOOL OF LANGUAGES, LITERA...
PURE ARTS/SCHOOL OF LANGUAGES, LITERA.../Semester I
PURE ARTS/SCHOOL OF LANGUAGES, LITERA.../Semester II
PURE ARTS/SCHOOL OF LANGUAGES, LITERA.../Semester I & II
PURE ARTS/SCHOOL OF LANGUAGES, LITERA.../KSCP
PURE ARTS/SCHOOL OF HUMANITIES
PURE ARTS/SCHOOL OF HUMANITIES/Semester I
PURE ARTS/SCHOOL OF HUMANITIES/Semester II
PURE ARTS/SCHOOL OF HUMANITIES/Semester I & II
PURE ARTS/SCHOOL OF HUMANITIES/KSCP
PURE ARTS/SCHOOL OF SOCIAL SCIENCES
PURE ARTS/SCHOOL OF SOCIAL SCIENCES/Semester I
PURE ARTS/SCHOOL OF SOCIAL SCIENCES/Semester II
PURE ARTS/SCHOOL OF SOCIAL SCIENCES/Semester I & II
PURE ARTS/SCHOOL OF SOCIAL SCIENCES/KSCP
PURE SCIENCES
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES...
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES.../Semester I
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES.../Semester II
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES.../Semester I & II
PURE SCIENCES/SCHOOL OF CHEMICAL SCIENCES.../KSCP
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE...
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE.../Semester I
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE.../Semester II
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE.../Semester I & II
PURE SCIENCES/SCHOOL OF MATHEMATICAL SCIE.../KSCP
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC...
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC.../Semester I
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC.../Semester II
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC.../Semester I & II
PURE SCIENCES/SCHOOL OF BIOLOGICAL SCIENC.../KSCP
PURE SCIENCES/SCHOOL OF PHYSICS
PURE SCIENCES/SCHOOL OF PHYSICS/Semester I
PURE SCIENCES/SCHOOL OF PHYSICS/Semester II
PURE SCIENCES/SCHOOL OF PHYSICS/Semester I & II
PURE SCIENCES/SCHOOL OF PHYSICS/KSCP
ENGINEERING
ENGINEERING/SCHOOL OF MATERIALS & M...
ENGINEERING/SCHOOL OF MATERIALS & M.../Semester I
ENGINEERING/SCHOOL OF MATERIALS & M.../Semester II
ENGINEERING/SCHOOL OF MATERIALS & M.../Semester I & II
ENGINEERING/SCHOOL OF MATERIALS & M.../KSCP
ENGINEERING/SCHOOL OF ELECTRICAL & ...
ENGINEERING/SCHOOL OF ELECTRICAL & .../Semester I
ENGINEERING/SCHOOL OF ELECTRICAL & .../Semester II
ENGINEERING/SCHOOL OF ELECTRICAL & .../Semester I & II
ENGINEERING/SCHOOL OF ELECTRICAL & .../KSCP
ENGINEERING/SCHOOL OF CIVIL ENGINEERING...
ENGINEERING/SCHOOL OF CIVIL ENGINEERING.../Semester I
ENGINEERING/SCHOOL OF CIVIL ENGINEERING.../Semester II
ENGINEERING/SCHOOL OF CIVIL ENGINEERING.../Semester I & II
ENGINEERING/SCHOOL OF CIVIL ENGINEERING.../KSCP
ENGINEERING/SCHOOL OF MECHANICAL ENGINE...
ENGINEERING/SCHOOL OF MECHANICAL ENGINE.../Semester I
ENGINEERING/SCHOOL OF MECHANICAL ENGINE.../Semester II
ENGINEERING/SCHOOL OF MECHANICAL ENGINE.../Semester I & II
ENGINEERING/SCHOOL OF MECHANICAL ENGINE.../KSCP
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE...
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE.../Semester I
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE.../Semester II
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE.../Semester I & II
ENGINEERING/SCHOOL OF AEROSPACE ENGINEE.../KSCP
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER...
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER.../Semester I
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER.../Semester II
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER.../Semester I & II
ENGINEERING/SCHOOL OF CHEMICAL ENGINEER.../KSCP
DENTAL
DENTAL/SCHOOL OF DENTAL SCIENCES
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 5
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 4
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 3
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 2
DENTAL/SCHOOL OF DENTAL SCIENCES/UNDERGRADUATE/YEAR 1
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/DOCTOR DPH
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/DOCTOR DPH/Semester I
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/DOCTOR DPH/Semester II
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/DOCTOR DPH/Semester I & II
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/MASTER DPH
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/MASTER DPH/Semester I
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/MASTER DPH/Semester II
DENTAL/SCHOOL OF DENTAL SCIENCES/POSTGRADUATE/MASTER DPH/Semester I & II
DENTAL/SCHOOL OF DENTAL SCIENCES/LECTURER
MEDICAL
MEDICAL/SCHOOL OF MEDICAL SCIENCES
MEDICAL/SCHOOL OF MEDICAL SCIENCES.../Semester I
MEDICAL/SCHOOL OF MEDICAL SCIENCES.../Semester II
MEDICAL/SCHOOL OF MEDICAL SCIENCES.../Semester I & II
MEDICAL/SCHOOL OF MEDICAL SCIENCES.../KSCP
HEALTH
HEALTH/SCHOOL OF HEALTH SCIENCES
HEALTH/SCHOOL OF HEALTH SCIENCES/Semester I
HEALTH/SCHOOL OF HEALTH SCIENCES/Semester II
HEALTH/SCHOOL OF HEALTH SCIENCES/Semester I & II
HEALTH/SCHOOL OF HEALTH SCIENCES/KSCP
OTHERS
OTHERS/INSTITUTE OF NANO OPTOELECT...
OTHERS/INSTITUTE OF NANO OPTOELECT.../Semester I
OTHERS/INSTITUTE OF NANO OPTOELECT.../Semester II
OTHERS/INSTITUTE OF NANO OPTOELECT.../Semester I & II
OTHERS/SPLIT COURSES
OTHERS/SPLIT COURSES/Semester I
OTHERS/SPLIT COURSES/Semester II
OTHERS/SPLIT COURSES/Semester I & II
OTHERS/INSTITUTE FOR RESEARCH IN M...
OTHERS/INSTITUTE FOR RESEARCH IN M.../Semester I
OTHERS/INSTITUTE FOR RESEARCH IN M.../Semester II
OTHERS/INSTITUTE FOR RESEARCH IN M.../Semester I & II
OTHERS/INSTITUTE FOR RESEARCH IN M.../KSCP
OTHERS/COLLABORATIVE MICROELECTRON...
OTHERS/COLLABORATIVE MICROELECTRON.../Semester I
OTHERS/COLLABORATIVE MICROELECTRON.../Semester II
OTHERS/CENTRE FOR ISLAMIC DEVELOPM...
OTHERS/CENTRE FOR ISLAMIC DEVELOPM.../Semester I
OTHERS/CENTRE FOR ISLAMIC DEVELOPM.../Semester II
OTHERS/CENTRE FOR ISLAMIC DEVELOPM.../Semester I & II
OTHERS/NATIONAL ADVANCED IPV6 CENT...
OTHERS/NATIONAL ADVANCED IPV6 CENT.../Semester I
OTHERS/NATIONAL ADVANCED IPV6 CENT.../Semester II
OTHERS/WOMEN'S DEVELOPMENT RESEARC...
OTHERS/WOMEN'S DEVELOPMENT RESEARC.../Semester I
OTHERS/CENTRE FOR GLOBAL SUSTAINAB...
OTHERS/CENTRE FOR GLOBAL SUSTAINAB.../Semester I
OTHERS/CENTRE FOR GLOBAL SUSTAINAB.../Semester II
OTHERS/ADVANCED MEDICAL & DENT...
OTHERS/ADVANCED MEDICAL & DENT.../Semester I
OTHERS/ADVANCED MEDICAL & DENT.../Semester II
OTHERS/ADVANCED MEDICAL & DENT.../Semester I & II
OTHERS/ADVANCED MEDICAL & DENT.../KSCP
OTHERS/CO-CURRICULUM
OTHERS/CO-CURRICULUM/Semester I
OTHERS/CO-CURRICULUM/Semester II
OTHERS/CO-CURRICULUM/Semester I & II
OTHERS/CENTRE FOR DRUG RESEARCH
OTHERS/CENTRE FOR DRUG RESEARCH/Semester I
OTHERS/CENTRE FOR ARCHAELOGICAL RE...
OTHERS/CENTRE FOR ARCHAELOGICAL RE.../Semester I
OTHERS/CENTRE FOR ARCHAELOGICAL RE.../Semester II
OTHERS/CENTRE FOR INSTRUCTIONAL TE...
OTHERS/CENTRE FOR INSTRUCTIONAL TE.../Semester I
OTHERS/CENTRE FOR INSTRUCTIONAL TE.../Semester II
OTHERS/CENTRE FOR INSTRUCTIONAL TE.../Semester I & II
OTHERS/CENTRE FOR INSTRUCTIONAL TE.../KSCP
OTHERS/CENTRE FOR POLICY RESEARCH ...
OTHERS/CENTRE FOR POLICY RESEARCH .../Semester I
OTHERS/CENTRE FOR POLICY RESEARCH .../Semester II
New Course
Home
Course Archive
Collapse
Expand
Sidang 2022/2023
Sidang 2021/2022
Sidang 2020/2021
Course Search
ePortfolio Mahara
Helpdesk
Collapse
Expand
Contact Us
Elearn USM Support Center
APPLIED SCIENCES
SCHOOL OF COMPUTER SCIENCES
Summary
Course info
CPC152 ASAS DAN PENGATURCARAAN UNTUK ANALITIK DATA (FOUNDATIONS AND PROGRAMMING FOR DATA ANALYTICS)
Lecturer:
PUAN EBEN CHRISTY MEENAKSHISUNDARAM
Lecturer:
TS. DR. CHEW XINYING
Skill Level
:
Beginner