Teaching Material

Academic Year : 2026-27,   Semester III, S.Y.B.Tech.

Syllabus

Syllabus 2023 Regulation

Notes

Unit I Architecture of Neural Network

Unit II Neural Networks For Control

Unit III Fundamentals of Fuzzy Logic 

Unit IV Fuzzy Logic Control 

Question Bank

Unit I to IV Question Bank 

SA Question Paper Pattern

SA QP Pattern 2026-27 

MATLAB implementation

1) Membership Functions:

           i) Tringular: https://in.mathworks.com/help/fuzzy/trimf.html

           ii) Trapozoidal : https://in.mathworks.com/help/fuzzy/trapmf.html

           iii) Sigmoidal : https://in.mathworks.com/help/fuzzy/sigmf.html

           iv) Gaussian : https://in.mathworks.com/help/fuzzy/gaussmf.html

2) Defuzzification Methods

(i) Center of Gravity (Centroid)

(ii) FOM, LOM & MOM (Middle, Smallest, and Largest of Maximum)

https://in.mathworks.com/help/fuzzy/defuzzification-methods.html?searchHighlight=defuzzification&s_tid=srchtitle_defuzzification_1 

3) Mamdani & Sugeno Inference System

https://in.mathworks.com/help/fuzzy/building-systems-with-fuzzy-logic-toolbox-software.html

Video Tutorial: https://youtu.be/qdeA6OO04ZI

Syllabus

AY 2021-22 & 2022-23

AY 2023-24

AY 2024-25

Practice Questions /Question Bank

AY 2021-22 & 2022-23

AY 2023-24

AY 2024-25 & AY 2025-26

Question Paper Pattern

AY 2021-22 & 2022-23

AY 2023-24

AY 2024-25 & AY 2025-26

Partial Differentiation

1. Partial Differentiation

2. Application of Partial Differentiation

3. MCQs

Fourier Series

1. Fourier Series and Harmonic Analysis

2. MCQs SET I

3. MCQs SET II 

Integral Calculus

1. Gamma Function

2. Beta Function

3. DUIS-1

4. DUIS-2

5. Error Function

Partial Differential Equation

1. PDE Notes 1

2. PDE Notes 2

3. PDE Notes 3

Multiple Integral

Double Integral

Double Integral using Polar & Area

Triple Integral

Volume

Center of Gravity

Moment of Inertia

Syllabus

Unit I: Partial Differentiation

Syllabus

Unit I Statistics

SDAUR Presentation 

Unit I: Understanding the Data and Introduction to R 

Unit II Data Wrangling 

Attendance-NNFLC & SDAUR 2024-25

Unit I Descriptive Statistics 

Unit II Regression Analysis 

Unit III Probability Distribution 

Unit IV Hypothesis Testing 

Examples of Z Test  & T Test 

Reference Books

1. Statistics for Business and Economics

2. Business Statistics

3. Probability and Statistics for Engineers and Scientists

4. Statistical Methods

Unit I Linear Differential Equation

Unit II Statistics

Unit III Probability Distribution

Unit IV Vector Differential Calculus

Unit V Fourier Transform

Unit VI Z Transform

Link: Div O Toppers 

Syllabus

Unit 3 The Reflective Engineer

• Critical & Creative Thinking

• Activity 1- Critical Thinking Puzzles

• Activity 2- Creative Thinking Video

• Activity 3- Creative thinking PPT & Ad Mania Activity

• Activity 4- Creative Thinking Escape the Room Activity

• Perspective thinking

• Activity 1

• Activity 2- Story Making

• A short story on perspective

• 
  

Presentation

Unit I Matrices

Unit II Differential Calculus

Unit III Ordinary Differential Equation

Unit IV Linear Differential Equation

Combine MATLAB Codes

LAUC Question Bank