B.E. (Artificial Intelligence and Data Science) Neural Networks and Fuzzy Systems Lab Syllabus - Mumbai University

This is the Fourth Year BE AI and DS syllabus under CBCS REV-2019 'C' Scheme, in force from the academic year 2023-24. The University has published no NEP 2020 syllabus for Semesters V to VIII of any engineering branch, so this is the scheme you are examined on — exam form 1T01817 and 1T01818. The first and second years of the degree are on NEP 2020.

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Syllabus for Neural Networks and Fuzzy Systems Lab

Semester 7 · Fourth Year BE AI and DS · 1 credits · CBCS REV-2019 'C' Scheme

Module 1

Demonstrate Union and intersection of two Fuzzy Sets.

Module 2

Demonstrate difference between two Fuzzy Sets.

Module 3

Implement Fuzzy membership functions.

Module 4

Implement Fuzzy Inference system (FIS).

Module 5

Implement any De-fuzzification of membership method.

Module 6

Implement Bidirectional Associative Memory(BAM) Network

Module 7

Implement Radial basis function network.

Module 8

Implement Basic Neural Network learning rules.

Module 9

Implement any Unsupervised Learning algorithm.

Module 10

Implement Kohonen Self- Organizing Feature Maps

Module 11

Implement a Probabilistic Neural Network.

Module 12

Implement any Ensemble neural model.

Module 13

Design any one Neuro-Fuzzy system.

Useful Links

1 https://onlinecourses.nptel.ac.in/noc21_ge07/preview
2 http://www.nitttrc.edu.in/nptel/courses/video/127105006/L25.html
3 https://archive.nptel.ac.in/courses/108/104/108104157/

Reproduced from the University of Mumbai syllabus for B.E. (Artificial Intelligence and Data Science), item 6.12 (N), under CBCS REV-2019 'C' Scheme, in force from the academic year 2023-24. Wording, module numbering and hours are as printed in that syllabus.

The complete syllabus

This subject is cut from the University circular for its year. Open a document here if you want the whole thing rather than a single subject.

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PDF B.E. Artificial Intelligence and Data Science - Second Year, Semester III and IV - NEP 2020 - Item 6.20 (N) NEP 2020, Semesters III and IV, in force from 2025-26 Read full PDF Read

PDF B.E. Artificial Intelligence and Data Science - Third Year, Semester V and VI - CBCS REV-2019 C Scheme - Item 6.42 (R) CBCS REV-2019 'C' Scheme, Semesters V and VI, in force from 2022-23 Read full PDF Read

PDF B.E. Artificial Intelligence and Data Science - Fourth Year, Semester VII and VIII - CBCS REV-2019 C Scheme - Item 6.12 (N) CBCS REV-2019 'C' Scheme, Semesters VII and VIII, in force from 2023-24 Read full PDF Read

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