Duration: 4 years

Overview of B. Tech. Computer Science and Engineering (AI & ML)

B. Tech. CSE (AI & ML)

B. Tech. in Computer Science and Engineering (AI & ML) is a specialized undergraduate program that focuses on the development and application of Artificial Intelligence (AI) and Machine Learning (ML) technologies. These technologies are transforming industries by enabling systems to learn from data, make decisions, and improve performance over time without explicit programming. This field combines computer science, mathematics, and statistics to create intelligent systems capable of performing tasks that traditionally required human intervention.

The program covers a wide range of topics including neural networks, deep learning, natural language processing, computer vision, reinforcement learning, and data analytics. Students gain an in-depth understanding of how machines can be trained to analyze patterns, recognize speech, interpret images, predict outcomes, and more. AI and ML are used in a variety of applications such as self-driving cars, personalized recommendations, medical diagnostics, and financial forecasting.
B. Tech. in AI & ML is crucial for advancing modern technology and plays a key role in automating processes, improving decision-making, and optimizing systems across multiple sectors. This field offers numerous career opportunities, including roles such as AI engineer, machine learning researcher, data scientist, algorithm developer, and AI solutions architect. Professionals in AI & ML are in high demand across industries like technology, healthcare, finance, automotive, and entertainment.
The program combines theoretical knowledge with hands-on experience, allowing students to work on real-world projects, collaborate on research, and engage in internships. Graduates are well-equipped to contribute to cutting-edge innovations, solve complex problems, and drive the future of AI and ML applications.

Eligibility

Pass 10+2 examination (HSC) with Physics/ Mathematics/ Chemistry/ Computer Science/ Electronics/ Information Technology/ Biology/ Informatics Practices/ Biotechnology/ Technical Vocational subject/ Agriculture/ Engineering Graphics/ Business Studies/ Entrepreneurship


Mandatory Courses at 10+2 (HSC) Level: Physics ,Chemistry, Mathematics

Core Areas of Study

Foundational Courses

  • Basic programming concepts

 

  • Problem-solving techniques

 

  • Introduction to algorithms and data structures
  • Study of languages like Python, Java, or C++

 

  • Syntax, control structures, data types

 

  • Object-oriented programming
  • Data structures: arrays, lists, stacks, queues, trees, graphs

 

  • Algorithmic techniques: sorting, searching, dynamic programming
  • Basic programming concepts

 

  • Problem-solving techniques

 

  • Introduction to algorithms and data structures
  • Study of languages like Python, Java, or C++

 

  • Syntax, control structures, data types

 

  • Object-oriented programming
  • Data structures: arrays, lists, stacks, queues, trees, graphs

 

  • Algorithmic techniques: sorting, searching, dynamic programming

Core Courses

  • Logic, set theory, combinatorics

 

  • Graph theory, Boolean algebra
  • Hardware study: CPUs, memory hierarchies, I/O systems
  • Process and memory management

 

  • File systems and concurrency
  • Database design, implementation, management

 

  • SQL, normalization, transaction management, data warehousing
  • Software development methods and practices

 

  • Life cycles, agile methodologies, project management
  • Logic, set theory, combinatorics

 

  • Graph theory, Boolean algebra
  • Hardware study: CPUs, memory hierarchies, I/O systems
  • Process and memory management

 

  • File systems and concurrency
  • Database design, implementation, management

 

  • SQL, normalization, transaction management, data warehousing
  • Software development methods and practices

 

  • Life cycles, agile methodologies, project management

Specialized and Advanced Courses

  • Machine learning, neural networks

 

  • Natural language processing, robotics
  • Network topologies, protocols, IP addressing

 

  • Network security
  • Security principles, cryptography

 

  • Network security, ethical hacking
  • User interface design and evaluation

 

  • User experience and usability testing
  • Formal languages, automata theory

 

  • Computability, computational complexity
  • Machine learning, neural networks

 

  • Natural language processing, robotics
  • Network topologies, protocols, IP addressing

 

  • Network security
  • Security principles, cryptography

 

  • Network security, ethical hacking
  • User interface design and evaluation

 

  • User experience and usability testing
  • Formal languages, automata theory

 

  • Computability, computational complexity

Elective Courses and Special Topics

  • Supervised and unsupervised learning

 

  • Reinforcement learning, deep learning
  • Virtualization, cloud storage

 

  • Cloud services
  • Processing and analyzing large datasets

 

  • Tools like Hadoop, Spark, data mining
  • Application development for Android and iOS
  • Graphics programming, game design

 

  • Physics simulation
  • Supervised and unsupervised learning

 

  • Reinforcement learning, deep learning
  • Virtualization, cloud storage

 

  • Cloud services
  • Processing and analyzing large datasets

 

  • Tools like Hadoop, Spark, data mining
  • Application development for Android and iOS
  • Graphics programming, game design

 

  • Physics simulation

Practical Experience

  • Team-based, real-world problem-solving projects
  • Industry work experience, practical application, networking
  • Faculty-guided research, potential publications, conference presentations
  • Team-based, real-world problem-solving projects
  • Industry work experience, practical application, networking
  • Faculty-guided research, potential publications, conference presentations

Key Skills Developed

Programming and Coding

Proficiency in multiple languages

Problem-Solving

Logical and analytical approaches

Critical Thinking

Evaluation, optimization, algorithmic efficiency

Collaboration

Teamwork, communication in software development

Project Management

Planning, execution, timely delivery

Career Opportunities

Key Employment Sectors

  • Major IT services companies like TCS, Infosys, Wipro, HCL Technologies, and Tech Mahindra offer roles in software development, system administration, and IT consulting.
  • Roles in software engineering, application development, and web development are available in both multinational companies (MNCs) and startups. Companies like Microsoft, Google, Amazon, and IBM have a significant presence in India.
  • Opportunities in network engineering, telecommunications software development, and mobile application development with companies like Bharti Airtel, Reliance Jio, and Vodafone Idea.
  • Roles in software development, data analysis, and cybersecurity in e-commerce giants like Flipkart, Amazon India, and Snapdeal.
  • Financial technology (fintech) companies and traditional banks like ICICI, HDFC, Axis Bank, and fintech startups offer roles in cybersecurity, software development, and IT infrastructure management.
  • Opportunities in e-governance projects, public sector undertakings (PSUs), and defense organizations like DRDO and ISRO, focusing on software development, network security, and data analysis.
  • Major IT services companies like TCS, Infosys, Wipro, HCL Technologies, and Tech Mahindra offer roles in software development, system administration, and IT consulting.
  • Roles in software engineering, application development, and web development are available in both multinational companies (MNCs) and startups. Companies like Microsoft, Google, Amazon, and IBM have a significant presence in India.
  • Opportunities in network engineering, telecommunications software development, and mobile application development with companies like Bharti Airtel, Reliance Jio, and Vodafone Idea.
  • Roles in software development, data analysis, and cybersecurity in e-commerce giants like Flipkart, Amazon India, and Snapdeal.
  • Financial technology (fintech) companies and traditional banks like ICICI, HDFC, Axis Bank, and fintech startups offer roles in cybersecurity, software development, and IT infrastructure management.
  • Opportunities in e-governance projects, public sector undertakings (PSUs), and defense organizations like DRDO and ISRO, focusing on software development, network security, and data analysis.

Emerging and Specialized Fields

  • Growing demand for AI/ML engineers in sectors like healthcare, finance, and retail. Companies like Google AI, IBM Watson, and various startups are key employers.
  • Increasing importance of data security has led to high demand for cybersecurity experts. Firms specializing in security solutions, as well as IT companies with dedicated security teams, offer numerous roles.
  • Roles in data analysis, data engineering, and business intelligence with companies like Mu Sigma, Fractal Analytics, and global firms with analytics divisions.
  • Opportunities with cloud service providers like AWS, Microsoft Azure, and Google Cloud, focusing on cloud architecture, cloud security, and cloud service management.
  • Growing interest in blockchain technology has opened roles in blockchain development, crypto analysis, and decentralized application (DApp) development.
  • Growing demand for AI/ML engineers in sectors like healthcare, finance, and retail. Companies like Google AI, IBM Watson, and various startups are key employers.
  • Increasing importance of data security has led to high demand for cybersecurity experts. Firms specializing in security solutions, as well as IT companies with dedicated security teams, offer numerous roles.
  • Roles in data analysis, data engineering, and business intelligence with companies like Mu Sigma, Fractal Analytics, and global firms with analytics divisions.
  • Opportunities with cloud service providers like AWS, Microsoft Azure, and Google Cloud, focusing on cloud architecture, cloud security, and cloud service management.
  • Growing interest in blockchain technology has opened roles in blockchain development, crypto analysis, and decentralized application (DApp) development.

Startups and Entrepreneurship

  • India’s vibrant startup ecosystem, particularly in cities like Bengaluru, Hyderabad, and Pune, offers opportunities for software developers, data scientists, and IT professionals. Startups in fintech, edtech, healthtech, and other areas often seek innovative tech talent.
  • Computer engineers with innovative ideas and entrepreneurial spirit can start their own tech ventures, taking advantage of incubators, accelerators, and funding opportunities available in the Indian market.
  • India’s vibrant startup ecosystem, particularly in cities like Bengaluru, Hyderabad, and Pune, offers opportunities for software developers, data scientists, and IT professionals. Startups in fintech, edtech, healthtech, and other areas often seek innovative tech talent.
  • Computer engineers with innovative ideas and entrepreneurial spirit can start their own tech ventures, taking advantage of incubators, accelerators, and funding opportunities available in the Indian market.

Academic and Research Opportunities

  • Roles in academia as professors, lecturers, and researchers in prestigious institutions like IITs, NITs, and other engineering colleges.
  • Opportunities in R&D departments of technology companies, research labs, and government research institutions, focusing on cutting-edge technology development.
  • Roles in academia as professors, lecturers, and researchers in prestigious institutions like IITs, NITs, and other engineering colleges.
  • Opportunities in R&D departments of technology companies, research labs, and government research institutions, focusing on cutting-edge technology development.

Practical Experience

Digital Transformation

Sustainability and Corporate Social Responsibility (CSR)

Fintech Innovations

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