Fundamentals of Machine Learning with Python - Part 9: Anomaly Detection and Recommender Systems

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines Part 8: Dimensionality…

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Fundamentals of Machine Learning with Python - Part 8: Dimensionality Reduction - K Means Clustering and PCA

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines Part 8: Dimensionality…

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Fundamentals of Machine Learning with Python - Part 7: Support Vector Machines

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines Part 8: Dimensionality…

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Fundamentals of Machine Learning with Python - Part 6: Regularized Linear Regression and Bias Variance

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification and Neuronal Networks Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines…

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Fundamentals of Machine Learning with Python - Part 5: Neural Network Learning

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines Part 8: Dimensionality…

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Fundamentals of Machine Learning with Python - Part 4: Multi-class Classification

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines Part 8: Dimensionality…

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Fundamentals of Machine Learning with Python - Part 3: Logistic Regression

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines Part 8: Dimensionality…

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Fundamentals of Machine Learning with Python - Part 2: Linear Regression with Multiple Variables

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines Part 8: Dimensionality…

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Fundamentals of Machine Learning with Python - Part 1: Linear Regression with One Variable

This post - like all others in this series - refers to Andrew Ng's machine learning class on Coursera and provides Python code for the  exercises.  The pure code, exercise text, and data files for all parts of the series are available here. Part 1:  Linear Regression with One Variable Part 2 :  Linear Regression with Multiple Variables Part 3 : Logistic Regression Part 4:  Multi-class Classification Part 5:  Neuronal Network Learning Part 6 : Regularized Linear Regression and Bias Variance  Part 7: Support Vector Machines Part 8: Dimensionality…

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Boost Your Career in Big Data and Analytics

The world is increasingly digital, and this means big data is here to stay. In fact, the importance of big data and data analytics is only going to continue growing in the coming years. It is a fantastic career move and it could be just the type of career you have been trying to find. Professionals who are working in this field can expect an impressive salary, with the median salary for data scientists being $116,000. Even those who are at the entry level will…

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