Sem4

This course provides a foundational understanding of Artificial Intelligence and Machine Learning. It covers AI concepts such as knowledge representation, predicate logic, rule-based systems, and logic programming, along with the mathematical foundations required for ML, including matrix theory and statistics.

The course introduces machine learning paradigms such as supervised and unsupervised learning, and focuses on core algorithms like Linear Regression, Logistic Regression, and clustering techniques. Students learn about model representation, cost functions, gradient descent optimization, classification, regression, and overfitting.

Overall, the course prepares students to design intelligent systems and apply machine learning techniques to real-world problems.

Skill Level: Beginner

The Course is all about learning the way we should live and how we can develop 
sustainable strategies to protect the environment. It helps individuals to develop an 
understanding of living and physical environment and how to resolve challenging 
environmental issues affecting nature.

Skill Level: Beginner

This Aptitude Enhancement Course I aims to nurture holistic development among 
second-year B. Tech. Engineering students by focusing on enhancing their critical 
thinking, problem-solving skills, creativity, and emotional intelligence. Aligned with 
the NEP 2020 and Outcome-Based Education (OBE) philosophy, the course seeks to 
empower students with essential aptitudes required for success in both academic and 
professional domains. 

Skill Level: Beginner

The course "Introduction to Performing Arts" seeks to broaden the horizons of engineering 
students by integrating the rich and diverse realm of performing arts into their curriculum. By 
exploring various performing arts forms, students will not only develop a deeper 
understanding of human expression but also enhance their creativity, communication skills, 
and cultural awareness. This interdisciplinary approach aligns with NEP 2020's vision of holistic 
education and fosters the development of well-rounded individuals equipped to thrive in a 
rapidly evolving world. 

Skill Level: Beginner

In typical applications of science and engineering, we have to process signals, using 
systems. The applications may vary from communication systems to control systems, but 
the basic analysis and design tools can be common. In this course, we are going to study 
all the fundamental mathematical signal processing tools like convolution, Fourier 
analysis, Laplace and Z transform. Main aim of the course is to study the use of these said 
tools in the analysis of linear time-invariant (LTI) systems. This course is fundamental 
course in the field of Signal Processing. This course builds concrete base for advanced 
courses like Digital Signal Processing, Audio and Speech Signal Processing, Image 
processing, Biomedical signal processing etc.  

Skill Level: Beginner

Analog Circuits plays a vital role in the design of an electronic system. This course is detail 
study of important Analog / Linear Integrated Circuits (ICs). This course is a Circuit Design 
course planned to give exposure on use of operational amplifier (Op. Amp.) For Different 
applications and its significance in real world. It also includes other Analog ICs like Timer 
IC 555 and PLL.  

Skill Level: Beginner

This course aims to enable students to be familiar with fundamental concepts and 
issues, to develop good understanding of basic analogue and digital communication 
techniques, to perform simple analysis and assessment of system performance.

Skill Level: Beginner

The Measurements and Instrumentation course is designed to provide students 
with a foundational understanding of the principles, techniques, and instruments 
used in the field of measurements. In engineering and scientific disciplines, accurate 
and precise measurements are essential for analysis, control, and optimization of 
various processes. This course aims to equip students with the theoretical knowledge 
and practical skills needed to perform accurate measurements and effectively use 
instrumentation in diverse applications. Through this course, students will develop a 
strong foundation for pursuing advanced studies and careers in fields such as 
electrical engineering, physics, and related disciplines. 

Skill Level: Beginner

This course helps student in understanding logical & mathematical models of 
storing & organizing data in a particular way in a processor-based system. In 
system programming, application programming the methods & techniques of data 
structures are widely used. The study of data structure helps the students in 
developing logical & structured programs. 

Skill Level: Beginner