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B.E Artificial Intelligence and Machine Learning Artificial Intelligence Lab Syllabus - Mumbai University

This is the Third Year AI-ML syllabus under REV-2019 'C' Scheme, in force from the academic year 2022-23. The University has not yet published an NEP 2020 syllabus for this year of the degree, and this is the scheme its examinations are set on.

Artificial-Intelligence-Lab.pdf
Semester 5 · Third Year AI-ML · 1 credit · 50 marks

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Syllabus for Artificial Intelligence Lab

Semester 5 · Third Year AI-ML · 1 credit · 50 marks

Module 1: Provide the PEAS description and TASK Environment for a given AI problem.

Module 2: Identify suitable Agent Architecture for the problem

Module 3: Write simple programs using PROLOG as an AI programming Language

Module 4: Implement any one of the Uninformed search techniques

Module 5: Implement any one of the Informed search techniques E.g. A-Star algorithm for 8 puzzle problem

Module 6: Implement adversarial search using min-max algorithm.

Module 7: Implement any one of the Local Search techniques. E.g. Hill Climbing, Simulated Annealing, Genetic algorithm

Module 8

  • Prove the goal sentence from the following set of statements in FOPL by applying forward, backward and resolution inference algorithms.

Module 9

  • Create a Bayesian Network for the given Problem Statement and draw inferences from it. (You can use any Belief and Decision Networks Tool for modeling Bayesian Networks)

Module 10: Implement a Planning Agent

Module 11: Design a prototype of an expert system

Module 12: Case study of any existing successful AI system

Useful Links

  • 1 An Introduction to Artificial Intelligence - Course (nptel.ac.in)
  • 2 https://tinyurl.com/ai-for-everyone 3 https://ai.google/education/ 4 https://openai.com/research/

Reproduced from the University of Mumbai syllabus for B.E. (Artificial Intelligence and Machine Learning) under REV-2019 'C' Scheme, in force from the academic year 2022-23. Wording is as printed in that syllabus. Module numbering is as printed there too.

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.

PDF 7.8 (R-A) B.E. (Artificial Intelligence and Machine Learning) Sem I & II (Revised, NEP 2020) NEP 2020 syllabus Read full PDF Read
PDF 6.21 (N) B.E. (Artificial Intelligence and Machine Learning) Sem III & IV (NEP 2020) NEP 2020 syllabus Read full PDF Read
PDF 6.42 (R) B.E. (Artificial Intelligence and Machine Learning) Third Year, Sem V & VI (REV-2019 'C' Scheme) REV-2019 'C' Scheme syllabus Read full PDF Read
PDF B.E. (Artificial Intelligence and Machine Learning) Fourth Year, Sem VII & VIII (REV-2019 'C' Scheme) REV-2019 'C' Scheme syllabus Read full PDF Read
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