Fundamentals of Data Science Trilogy: Experiment-Model-Learn

In this series, we cover statistical experimentation, modeling, and machine learning, focusing on: basic statistics, hypothesis testing,...
$322.58 AUD
$322.58 AUD
SKU: 9781941043035
Product Type: Books
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Author: Jared M. Maruskin
Format: Hardcover
Language: English
Subtotal: $322.58
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Fundamentals of Data Science Trilogy: Experiment-Model-Learn by Maruskin, Jared M.

Fundamentals of Data Science Trilogy: Experiment-Model-Learn

$322.58

Fundamentals of Data Science Trilogy: Experiment-Model-Learn

$322.58
Author: Jared M. Maruskin
Format: Hardcover
Language: English

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.





Author: Jared M. Maruskin
Publisher: Cayenne Canyon Press
Published: 04/29/2022
Pages: 892
Binding Type: Hardcover
Weight: 3.11lbs
Size: 9.21h x 6.14w x 1.81d
ISBN: 9781941043035

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