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Lesson 5 Lecture Notes [PDF] Clustering¶ Clustering can be considered the most important unsupervised learning problem; so, as every other problem of this kind, it…

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Lesson 4 Lecture Notes [PDF] Decision Trees A decision tree is one of the supervised machine learning algorithms. This algorithm can be used for regression…

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Lesson 3 Lecture Notes: Regularization [PDF] Lesson 3 Lecture Notes: Logistic Regression [PDF]   Regularization What is Regularization? As we move towards the right in…

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Lesson 2 Lecture Notes: Linear Regression [PDF] Lesson 2 Lecture Notes: Data Preparation [PDF] What is Regression? Regression analysis is one of the most important…

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Lesson 1 Lecture Notes: Probability [PDF] Lesson 1 Lecture Notes: Linear Algebra [PDF]   Probability Probability is the branch of mathematics concerning numerical descriptions of…