The LNM Institute of Information Technology

Department of Artificial Intelligence and Data Science (AI & DS)

Undergraduate

The Department of Artificial Intelligence and Data Science was established with the vision of nurturing skilled professionals in the rapidly evolving domains of intelligent systems and data-driven technologies. The department is supported by a dedicated team of highly qualified faculty members with strong academic backgrounds and notable research contributions in the fields of Artificial Intelligence, Machine Learning, and Data Science.

The Department of Artificial Intelligence and Data Science currently offers the following Undergraduate Programs:

  • B. Tech. in Artificial Intelligence & Data Science
  • B. Tech. in Artificial Intelligence

Curriculum:

1st Semester

S. No.Course CodeCourse NameTypeLTPCredits
1PHClassical PhysicsBSC3104
2MTCalculus and Ordinary Differential EquationsBSC3104
3ECBasic ElectronicsESC3104
4ECBasic Electronics LabESC0031.5
5CSProgramming for Problem SolvingESC3034.5
6HSTechnical Communication in EnglishHSMC2023
7HS/LNIndian Knowledge SystemMC1001

Total Credits: 22
Mandatory: 3‑week Induction Program

2nd Semester

S. No.Course CodeCourse NameTypeLTPCredits
1HSHuman Values and EthicsHSMC3003
2LNEnvironmental ScienceMC1001
3MTLinear Algebra and Complex AnalysisBSC3104
4CSData Structures and AlgorithmsESC3034.5
5PHUG Physics LaboratoryBSC0031.5
6AIIntroduction to AI and Data SciencePC3024
7AIDiscrete MathematicsPC3003

Total Credits: 21
Exit Option: UG Certificate (after 40 credits + Summer Internship)

 

3rd Semester

S. No.Course CodeCourse NameTypeLTPCredits
1MTProbability and StatisticsBSC3104
2AIDatabase Management SystemsPC3003
3AIObject Oriented ProgrammingPC3003
4AIDesign and Analysis of AlgorithmsPC3024
5AIComputer System DesignPC3024
6AIOptimization and Numerical MethodsPC3003
7AIProject LabPC0021

Total Credits: 22

4th Semester

S. No.Course CodeCourse NameTypeLTPCredits
1LNConstitutional StudiesMC1001
2AIIntroduction to Statistical Machine LearningPC3024
3AIComputer NetworksPC3024
4AIInformation Coding and TheoryPC3003
5AIComputational Theory and Language ProcessingPC3003
6AIGame TheoryPC3003
7AIProgram Elective 1PE3003

Total Credits: 21
Exit Option: UG Diploma (after 80 credits + Summer Internship)

5th Semester

S. No.Course CodeCourse NameTypeLTPCredits
1Summer Internship / ProjectProject0084
2HSPsychology, Technology & SocietyHSMC3003
3AIDeep LearningPC3024
4AIArtificial IntelligencePC3024
5AIInternet of ThingsPC3024
6AIProgram Elective 2PE3003

Total Credits: 22

6th Semester

S. No.Course CodeCourse NameTypeLTPCredits
1LN321B.Tech Project (BTP)Project0084
2HSIntroduction to EconomicsHSMC3003
3HSDisaster ManagementMC2002
4AIEthics and Responsible AIPC3003
5AILarge Language ModelsPC3024
6AIReinforcement LearningPC3003
7AIProgram Elective 3PE3003

Total Credits: 22
Exit Option: B.Sc. Degree (after 120 credits)

7th Semester

S. No.Course CodeCourse NameTypeCredits
1LN411B.Tech Project (BTP)Project4
2Program Elective 4PE3
3Program Elective 5PE3
4Program Elective 6PE3
5Open Elective 1OE3
6Open Elective 2OE3

Total Credits: 19

8th Semester (Options)

OptionCourse CodeDescriptionCredits
1LN421Industrial SLI12
2LN422Thesis12
34 Elective Courses (OE/PE)12
4LN423Project + 2 Electives12
5LN424Internship + 2 Electives12

Total Curriculum Credits: 161

Tentative Electives

Program Elective – 1

S. No.Elective Course Name
1Meta Heuristic Learning
2Software Engineering
3Embedded Systems

Program Elective – 2

S. No.Elective Course Name
1Recommendation System
2AI in Robotics & Manufacturing
3AI in MedTech
4AI in Security
5AI in HealthTech
6Machine Learning Model Deployment (MLOps)

 Program Elective – 3

S. No.Elective Course Name
1Pattern Recognition
2Computer Vision
3Ontology Modeling
4Cognitive Learning

 Program Elective – 4

S. No.Elective Course Name
1Knowledge Representation and Reasoning
2Pervasive Computing

 Program Elective – 5

S. No.Elective Course Name
1Edge AI
2Generative AI
3Cloud Computing

 Program Elective – 6

S. No.Elective Course Name
1Games Management
22D / 3D Game Development
3AR / VR

 Note: This is the tentative list only and will be updated based on the industry need and interest of the faculty and students.

1st Semester

S. No.

Course Code

Course Name

Type

L

T

P

Credits

1

PH

Classical Physics

BSC

3

1

0

4

2

MT

Calculus and Ordinary Differential Equations

BSC

3

1

0

4

3

EC

Basic Electronics

ESC

3

1

0

4

4

EC

Basic Electronics Lab

ESC

0

0

3

1.5

5

CS

Programming for Problem Solving

ESC

3

0

3

4.5

6

HS

Technical Communication in English

HSMC

2

0

2

3

7

HS/LN

Indian Knowledge System

MC

1

0

0

1

Total Credits: 22
Additional: 3‑week Mandatory Induction Program

 

2nd Semester

S. No.

Course Code

Course Name

Type

L

T

P

Credits

1

HS

Human Values and Ethics

HSMC

3

0

0

3

2

LN

Environmental Science

MC

1

0

0

1

3

MT

Linear Algebra and Complex Analysis

BSC

3

1

0

4

4

CS

Data Structures and Algorithms

ESC

3

0

3

4.5

5

PH

UG Physics Laboratory

BSC

0

0

3

1.5

6

AI

Computer System Design

PC

3

0

0

3

7

AI

Discrete Mathematics

PC

3

0

0

3

8

AI

Introduction to Scripting Language

PC

0

0

2

1

Total Credits: 21

 

3rd Semester

S. No.

Course Code

Course Name

Type

L

T

P

Credits

1

MT

Probability and Statistics

BSC

3

1

0

4

2

AI

Introduction to AI and Data Science

PC

3

0

0

3

3

AI

Optimization and Numerical Methods

PC

3

0

2

4

4

AI

Database Management Systems

PC

3

0

2

4

5

AI

Object Oriented Programming

PC

3

0

2

4

6

AI

Design and Analysis of Algorithms

PC

3

0

2

4

Total Credits: 23

 

4th Semester

S. No.

Course Code

Course Name

Type

L

T

P

Credits

1

LN

Constitutional Studies

MC

1

0

0

1

2

AI

Introduction to Statistical Machine Learning

PC

3

0

2

4

3

AI

Computational Thinking and Neuroscience

PC

3

0

0

3

4

AI

Big Data Systems

PC

3

0

2

4

5

AI

Data Wrangling and Visualization

PC

0

0

2

1

6

AI

Data Mining

PC

3

0

0

3

7

AI

Program Elective 1

PE

3

0

0

3

Total Credits: 19

 

5th Semester

S. No.

Course Code

Course Name

Type

L

T

P

Credits

1

Summer Internship / Project

Project

0

0

8

4

2

HS

Psychology, Technology & Society

HSMC

3

0

0

3

3

AI

Deep Learning

PC

3

0

2

4

4

AI

Artificial Intelligence

PC

3

0

2

4

5

AI

Time Series Analysis and Forecasting

PC

3

0

2

4

6

AI

Program Elective 2

PE

3

0

0

3

Total Credits: 22

 

6th Semester

S. No.

Course Code

Course Name

Type

L

T

P

Credits

1

LN321

B.Tech Project (BTP)

Project

0

0

8

4

2

HS

Introduction to Economics

HSMC

3

0

0

3

3

HS

Disaster Management

MC

2

0

0

2

4

AI

Natural Language Processing

PC

3

0

0

3

5

AI

Computer Vision

PC

3

0

0

3

6

AI

Soft Computing

PC

3

0

0

3

7

AI

Program Elective 3

PE

3

0

2

4

Total Credits: 22

 

7th Semester

S. No.

Course Code

Course Name

Type

L

T

P

Credits

1

LN411

B.Tech Project (BTP)

Project

0

0

8

4

2

 

Program Elective 4

PE

3

0

0

3

3

 

Program Elective 5

PE

3

0

0

3

4

 

Program Elective 6

PE

3

0

0

3

5

 

Open Elective 1

OE

3

0

0

3

6

 

Open Elective 2

OE

3

0

0

3

      

Total Credits

19

 

8th Semester

Option

Course Code

Course Name

Type

L

T

P

Credits

Option 1

LN421

Industrial SLI

Project

0

0

24

12

Option 2

LN422

Thesis

Project

0

0

24

12

Option 3

 

4 Elective Courses

OE/PE

12

0

0

12

Option 4

LN423

Project

Project

0

0

12

6

Option 4

 

2 Elective Courses

OE/PE

6

0

0

6

Option 5

LN424

Internship

Project

0

0

12

6

Option 5

 

2 Elective Courses

OE/PE

6

0

0

6

      

Total Credits

12

Total Curriculum Credits: 160

 

 

PROGRAM ELECTIVES

 

Program Elective 1

Elective Name

Digital Image Processing

Game Theory

Pattern Recognition

 

Program Elective 2

Elective Name

Recommendation System

Machine Learning Model Deployment (MLOps)

Medical Imaging and Analytics

 

Program Elective 3

Elective Name

Reinforcement Learning

Graph Data Modelling

Human Computer Interaction

Generative Modelling

 

Program Elective 4 (With Lab)

Elective Name

Responsible and Explainable AI

Meta Heuristic Learning

Federated Learning

 

Program Elective 5

Elective Name

Edge AI

Knowledge Representation and Reasoning

 

Program Elective 6

Elective Name

Games Development

2D / 3D Game Development

AR / VR

AI and ML in Finance

Note: This is the tentative list only and will be updated based on the industry need and interest of the faculty and students.

Note: The finalization of the above curricular structure is subject to review and approval by the Academic Council (AC).

Post Graduate

The department of Artificial Intelligence and Data Science offers the following Postgraduate Programs:

  • M.Tech. Artificial Intelligence and Data Science