Machine Learning Course Assignments

Implementing (from scratch) different classic Machine Learning algorithms
Part of the Machine Learning Course 2023-2024 ▪︎ School of Informatics at Aristotle University of Thessaloniki (AUTh)

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• Assignment #1
  • Basic numpy use
  • Linear Models
    • Logistic Regression
    • Logistic Regression (L1 Normalization)
    • Logistic Regression (L2 Normalization)
• Assignment #2
  • Decision Trees
  • Leave-One-Out
  • Metrics
• Assignment #3
  • Random Subspace Method
  • AdaBoost