Fundamentals of Data Science Trilogy

Experiment-Model-Learn

Omschrijving

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 coded from scratch using Python.
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Schrijver
Maruskin, Jared M
Titel
Fundamentals of Data Science Trilogy
Uitgever
Cayenne Canyon Press
Jaar
2022
Taal
Engels
Pagina's
892
EAN
9781941043035
Bindwijze
Hardback

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