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"If you continue to think the way you've always thought, you'll continue to get what you've always got."
- Kevin Trudeau
Artificial Intelligence and Machine Learning (DJS23MCPE626) (A.Y. 2025-26 Semester VI)
Unit 0: Course Introduction
Unit 1: Introduction to AI-ML + Notes
Unit 2: Feature Extraction and Selection + Notes
Unit 3: Classification and Regression Models
Unit 4: Development of ML Model
Unit 5: Reinforced and Deep Learning
Artificial Intelligence and Machine Learning Laboratory (A.Y. 2025-26 Semester VI)
Rubric: All in one
Experiment 1: To study Supervised, Unsupervised, and Reinforcement Learning approaches with reference to Mechanical Engineering applications
Experiment 2: To acquire, visualize, and analyze the data set (from time-domain/ frequency-domain/ etc.) + Data
Experiment 3: To use Principle Component Aanalysis (PCA) for dimensionality reduction + Data
Experiment 4: To Develop Classification Model and Evaluate Its Performance + Data
Experiment 5:
Mini-project: Assessment Rubric
Mini-project: Rubric for mapping project with SDGs
Hydrogen Powered Vehicles (DJS22MEC8022) (A.Y. 2025-26 Semester VI)
Unit 0: Course Introduction
Unit 1: Fundamentals of Hydrogen as a Fuel + Notes
Unit 2: Principles of Hydrogen Fuel Cells + Notes
Unit 3: Hydrogen Storage, Distribution, and Infrastructure
Unit 4: Design and Architecture of Hydrogen-Powered Vehicles
Unit 5: Environmental and Economic Impacts of Hydrogen Technology
Unit 6: Future Trends and Applications of Hydrogen Technology
Numerical and Statistical Techniques (NST) (DJS23MPC251L) (A.Y. 2025-26 Semester IV)
NSM: Syllabus
Rubric: All in one
Experiment 00: Introduction to MATLAB
Experiment 00: Flowchart and Algorithms
Experiment 01: Program on Correlation
Experiment 02: Program on PDE: Crank-Nicolson Method
Experiment 03: Program on Binomial distribution
Experiment 04: Program on Poisson distribution
Experiment 05: Program on Continuous Probability Distributions - Normal distribution
Experiment 06: Program on Hypothesis Testing: Z-test
Experiment 07: Program on Hypothesis Testing: t-test
Experiment 08: Program on Hypothesis Testing I: Chi-Square test
Design Thinking Laboratory (DJS23XHS283L) (A.Y. 2025-26 Semester IV)
NSM: Syllabus
Rubric: All in one
Experiment 00: Course Introduction
Experiment 01: Empathize
Experiment 02: Define
Experiment 03: Ideate
Experiment 04: Prototype
Experiment 05: Test
Mini-project: Assessment Rubric
Mini-project: Template for Presentation (This is just for reference. Students have to prepare the presentation based on their own creativity.)
Mini-project: Rubric for mapping project with SDGs
Ongoing Research Projects
Design and Development of a Reliable Fault Diagnosis System for Solar Photovoltaic Plant
Design and Development of Experimental Set-up to Assess the Hydrogen Aging Effect of Adhesives
Note - The study material attached herewith are shared only for study/ educational purpose. I do not use this material for any kind of monetary benefit.
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