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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].
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Regression
- Linear Regression
- Principal Component Analysis (PCA)
- Overfitting