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Machine Learning A–Z with Python
A comprehensive tour of machine learning algorithms. Understand the maths, implement from scratch in Python, and apply Scikit-learn/TensorFlow.
Course Contents
4 Modules
14 Lessons
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Simple and Multiple Linear RegressionLesson
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Polynomial RegressionLesson
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Ridge and Lasso RegularisationLesson
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Logistic RegressionLesson
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K-Nearest NeighboursLesson
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Support Vector MachinesLesson
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Decision Trees and Random ForestsLesson
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K-Means ClusteringLesson
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Hierarchical ClusteringLesson
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Principal Component AnalysisLesson
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Neural Network ArchitectureLesson
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Forward and Backward PropagationLesson
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Keras and TensorFlow BasicsLesson
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Convolutional Neural NetworksLesson
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