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CSE252 — Introduction To Artificial Intelligence And Machine Learning

Practice

Course Overview

CSE252 3 Credits L:2 T:0 P:2 Specialization AI and Robotics
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This course introduces the fundamental concepts of Artificial Intelligence and Machine Learning, including intelligent agents, data preparation, supervised and unsupervised learning, model evaluation, and AI applications in robotics and autonomous systems. Students develop AI-enabled solutions using Python and Scikit-learn for real-world problems.

Study Units

Unit 1

Foundations of Artificial Intelligence

Notes MCQ Subjective
Unit 2

Data Preparation and Machine Learning Workflow

Notes MCQ Subjective
Unit 3

Supervised Machine Learning

Notes MCQ Subjective
Unit 4

Unsupervised Learning

Notes MCQ Subjective
Unit 5

Model Evaluation and Improvement

Notes MCQ Subjective
Unit 6

AI for Intelligent Systems and Robotics

Notes MCQ Subjective

Continuous Assessment

3 components

Best 2 of 3 CAs will be considered for evaluation.
Project 50%

Students are required to create a Machine Learning based solution to solve a real-world problem statement. Evaluation covers innovation or benefit to society and prospective outcomes, project quality and completeness in terms of technical skills, and report, presentation, and viva Q&A.

Week 3 / 11

Rubric
Innovation/Benefit to Society and Prospective Outcomes (Publication, Patent, Revenue etc.): 10; Project Quality and Completeness in terms of Technical Skills: 10; Report + Presentation/Viva Q&A: 10.

Test 1 50%

Test will be based on subjective questions from the topics covered in Unit-1 and Unit-2 of the syllabus. The test may be a mix of concept-based, numerical-based, and coding-based questions. Every question can be of 5 or 10 marks.

Week 4 / 5

Rubric
To evaluate learning of students based on their understanding and application of concepts learned.

Test 2 50%

Subjective Test covering syllabus from Units-1 through Unit-3.

Week 11 / 12

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

Exams & Practice

Mid Term Examination

Mid-semester comprehensive evaluation

20%

End Term Examination

Final semester comprehensive evaluation

50%

Type: Examination

CSE252 - FAQs

How many units are in CSE252?

CSE252 has 6 units. Each unit includes detailed notes and MCQ practice questions.

What exam resources are available for CSE252?

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

How to prepare for CSE252 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.