Artificial Intelligence Lab (B.Tech)

Programming search, game playing and machine learning techniques in Python.

6 महीनेअवधि 6Chapters19टॉपिक

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सिलेबस · पाठ्यक्रम

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01Python for AI 3 टॉपिक

Python lists, dictionaries and functions
NumPy, pandas and matplotlib basics
Jupyter notebooks

02Uninformed Search 4 टॉपिक

Water jug problem with BFS
8-puzzle with BFS and DFS
Missionaries and cannibals
Iterative deepening search

03Informed Search 3 टॉपिक

A* search for 8-puzzle with Manhattan distance
Greedy best-first search
Hill climbing and the 8-queens problem

04Game Playing 2 टॉपिक

Tic-tac-toe with minimax
Alpha-beta pruning

05Logic and Knowledge Representation 3 टॉपिक

Prolog facts, rules and queries (family tree)
Forward chaining in Python
Simple Bayesian network calculation

06Machine Learning with scikit-learn 4 टॉपिक

Train-test split and decision tree classifier
Naive Bayes and k-nearest neighbours
K-means clustering
Accuracy and confusion matrix

परिचय

आप यह कर पाएँगे

Use Python with NumPy, pandas and matplotlib for AI programs
Solve water jug, 8-puzzle and missionaries-cannibals problems with BFS and DFS
Implement A* and hill climbing with heuristics
Write a tic-tac-toe player using minimax and alpha-beta pruning
Write simple Prolog / Python programs for facts, rules and queries
Train and evaluate classifiers and clustering with scikit-learn

यह किसके लिए है

B.Tech Computer Science & Engineering, Information Technology students of Semester 7 (AKTU)
Students of other universities studying the same subject who want unit-wise coaching

आपको क्या चाहिए

Artificial Intelligence theory of the same semester
Python basics; a PC with Python 3 and Jupyter

सवाल

Which syllabus does the Artificial Intelligence Lab course follow?

It follows the AKTU (Dr. A.P.J. Abdul Kalam Technical University, Lucknow) B.Tech syllabus for Artificial Intelligence Lab. If your own university's syllabus differs, the centre follows your university syllabus.

Will this help in the university examination?

Yes. Teaching is unit-wise as per the AKTU scheme, with previous-year question practice, MCQ tests and doubt sessions before the semester exam.

Do I need a powerful computer?

No. All lab programs run on a normal laptop with Python, or free online on Google Colab.