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CS-EL401HybridIntermediate

Online MBA General

Master Business Leadership with our Online MBA

★★★★★4.8(112 reviews)
|47 students enrolled

Credits

4 Credit Hours

Duration

16 Weeks

Semester

Fall 2025

Level

UG Elective

Course Registration

4

Credit Hours

47 enrolled13 seats left

78% of 60 seats filled

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About This Course

Gain practical business skills, real-world expertise, & strategic insights from a NAAC A++ accredited Jesuit institution.

What You Will Learn

Understand supervised and unsupervised learning paradigms

Implement ML algorithms from scratch using NumPy and scikit-learn

Evaluate model performance using industry-standard metrics

Apply ML to real-world datasets and interpret results

Design and present a complete ML pipeline as a capstone project

Course Curriculum

1

Mathematical Foundations: Linear Algebra & Probability

Week 1–2
2

Supervised Learning: Regression & Classification

Week 3–5
3

Model Evaluation, Bias-Variance & Regularisation

Week 6–8
4

Unsupervised Learning: Clustering & Dimensionality Reduction

Week 9–11
5

Neural Networks & Deep Learning Intro

Week 12–14
6

Capstone Project Presentations

Week 15–16

Tools & Tech Stack

PythonNumPyscikit-learnTensorFlowJupyter

Prerequisites

Data Structures
Linear Algebra
Probability & Statistics

Frequently Asked Questions

Everything students commonly ask before registering.

No. A solid foundation in Python and basic statistics is sufficient to begin this course.

Your Instructor

PN

Dr. Priya Nair

Associate Professor

Ph.D from IISc Bangalore. 12+ years in ML research and industry consulting. Former data scientist at Infosys AI Lab.

24+ Publications

p.nair@apexuniversity.edu

Class Schedule

📅

Days

Monday & Wednesday

Time

10:00 AM – 11:30 AM

📍

Venue

CS Block, Lab 204

💻

Mode

Hybrid

📆

Duration

16 Weeks

Course Snapshot

4

Credits

60

Total Seats

47

Enrolled

13

Available

47 enrolled13 seats left

Topics Covered

AIPythonData ScienceNeural Networks

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