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Machine Learning

  • In this homework you are going to apply supervised learning: Linear Regression method using Scikit-learn package; Scikit-learn (formerly scikits.learn and also known as sklearn) is a free software machine learning library for the Python programming language. It features various classification, regression and clustering algorithms including support vector machines, random forests, gradient boosting, k-means and DBSCAN, and is designed to interoperate with the Python numerical and scientific libraries NumPy and SciPy [https://en.wikipedia.org/wiki/Scikit-learn].

  • Regression

  1. Linear Regression
  2. Principal Component Analysis (PCA)
  3. Overfitting