README.md

AI-DS-lab

Index

Artificial Intelligence Experiments

• Searching Algorithms
• A* Algorithm
• Greedy Best First Search Algorithm
• SMA* Algorithm (Pseudocode)
• Local Searching Algorithms
  • Hill Climbing Search Algorithm (Pseudocode)
  • Simulated Annealing Search Algorithm (Pseudocode)
  • Genetic Search Algorithm (Pseudocode)
• Alpha Beta Pruning Search Algorithm (Pseudocode)
• Constraint Satisfaction Problems
  • N-Queens Problem
  • Map Coloring Problem
  • House allocation Problem

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Data Science Experiments

• Random Sampling

  • Z-Test
  • T-Test

• Regression

  • Linear Regression
  • Logistic Regression

• ANOVA

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Alternative Codes

• Path finding using A* Algorithm

• Alpha Beta Pruning (Complete)

• Random Sampling

  • Random Sampling & Basic Z-Test
  • Z-Test using an existing dataset

• Regression

  • Linear Regression