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Published by azah, 2022-10-26 03:36:40

INTRO_DA

INTRO_DA

INTRODUCTION TO
DATA ANALYTICS

NORADILAH BT ISMAIL
BAHAGIAN INFOSTRUKTUR, PUSAT KOMPUTERAN INFORMATIK

UMK

WHAT IS DATA ?

2

Data is a collection of facts, such as
numbers,characters,symbols,images
which can be processed by a
computer

3

DATA ANALYTICS is the
process of analyzing the
raw data in order to draw

inferences about the
information

4

3 types of data analytics….

▪ Descriptive analytics
▪ Predictive analytics
▪ Prescriptive analytics

5

▪ Descriptive analytics is focus on
analyzing historic data for the purpose
of identifying patterns or trends

▪ Example
-Total stock in inventory
-Financial Statement Analysis
-User’s watch history

6

▪ Predictive analytics is the use of data
to predict future trends

▪ Example
-Forecasting future cash flow in finance
-Early Detection of Allergic Reactions in
health care
-Weather forecasts

7

▪ Prescriptive analytics is the process of
using data to determine an optimal course
of action

▪ Example
- Vacation recommendation
- Set pricing and marketing strategic
- TikTok's "For You" feed

8

TYPES OF DATA ANALYTICS

Descriptive Analytics Predictive Analytics Prescriptive
What has happened? What will happen? Analytics

What should we do?

9

DATA ANALYTICS IN EDUCATION INDUSTRY

Course Research
recommendation performance

Minimize student
attrition

Career prediction

Student retention Student
performance

10

TOPIC RELATED

Method of data analysis MACHINE • Linear Regression
LEARNING • Logistic Regression
Type of AI • Decision Tree
DEEP LEARNING • SVM
Become more accurate • Naïve Bayes
at predicting • KNN
• K-Means
• Random Forest
• Dimensionality Reduction Algorithms
• Gradient Boost & Adaboost

• Neural Network

11

Thanks!

12


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