Fundamentals of Data Science Trilogy
Jared M Maruskin
Gebundenes Buch

Fundamentals of Data Science Trilogy

Experiment-Model-Learn

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In this series, we cover statistical experimentation, modeling, and machine learning, focusing on:basic statistics, hypothesis testing, and experimentation validation methodology linear and logistic regression; generalized linear models causality time series analysis Bayesian statistics clustering decision trees, random forests, and boosted forests artificial neural networks and deep learning reinforcement learning Our focus is on mathematical derivations, algorithmic development, and programming. We use Python throughout the text to support our theory. All machine learning techniques are code...