This repository contains various projects focused on key concepts in machine learning, as well as an implementation of Multi-View Graph Convolutional Networks with Attention Mechanism (MAGCN).

Contents

• Concept Learning

  • Topics: Rote Learner, Find-S, Candidate Elimination
  • Dataset: adults.csv

• Function Approximation

  • Topics: Implementing a Tic-Tac-Toe AI using Function Approximation

• Decision Trees

  • Topics: Decision Trees
  • Datasets: Heart Failure

• Ensemble Learning

  • Topics: Bagging, Boosting
  • Datasets: Abalone

• Feature Maps, Kernels, and Regularization in Linear Regression

  • Topics: Feature Maps, Kernels, Regularization Techniques

• MAGCN

  • Paper Title: Multi-View Graph Convolutional Networks with Attention Mechanism
  • Description: Implementation of MAGCN to handle graph-structured data across multiple views, enhancing the model's ability to perform tasks like node classification.