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INT234 — Predictive Analytics

Practice

Course Overview

INT234 3 Credits L:2 T:0 P:2 Minor Data Science
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Predictive Analytics covers data preprocessing, exploratory data analysis, regression, classification, clustering, association rule mining, dimensionality reduction, neural networks, and ensemble methods. Students apply predictive models, evaluate their performance, and use methods to improve predictive accuracy.

Study Units

Unit 1

Introduction and Data Preparation

Notes MCQ Subjective
Unit 2

SUPERVISED LEARNING: REGRESSION

Notes MCQ Subjective
Unit 3

SUPERVISED LEARNING: CLASSIFICATION

Notes MCQ Subjective
Unit 4

UNSUPERVISED LEARNING: CLUSTERING AND PATTERN DETECTION

Notes MCQ Subjective
Unit 5

Dimensionality Reduction and Neural Networks

Notes MCQ Subjective
Unit 6

MODEL PERFORMANCE

Notes MCQ Subjective

Continuous Assessment

3 components

Best 2 of 3 CAs will be considered for evaluation.
BYOD-Practical 50%

Scenario-based questions will be asked from the students to evaluate their understanding of the various concepts.

Week 5 / 6

Rubric
Student will be evaluated on the basis of case based questions.

Skill Based Assignment 50%

Project assessment covering the problem statement and dataset (10 marks); implementation, report, and viva (60 marks), including data cleaning and visualization, EDA and statistical analysis, model development and evaluation, report format, technical writing, and viva; LinkedIn engagement (10 marks); and GitHub contributions through commits, pull requests, and stars (20 marks).

Week 5 / 11

Rubric
To understand the knowledge gained by the students in the form of project.

Test 50%

Subjective Test covering syllabus from CA1 and CA2.

Week 11 / 12

Rubric
To test the subject knowledge of the students and provide opportunity to improve their CA performance in case of low marks or any missed CA.

Exams & Practice

End Term Examination

Final semester comprehensive evaluation

50%

Type: Practical

INT234 - FAQs

How many units are in INT234?

INT234 has 6 units. Each unit includes detailed notes and MCQ practice questions.

What exam resources are available for INT234?

Unit-wise notes and MCQ practice are available. Exam resources coming soon.

How to prepare for INT234 exams?

Study each unit's notes thoroughly, practice MCQs to test understanding, and attempt mock tests before exams. Focus on important topics and previous year questions.