Fundamentals Of Data Science Trilogy

Jared M Maruskin, Maruskin

ISBN 10: 1941043038 / ISBN 13: 9781941043035

Published by Cayenne Canyon Press, 2022

About this Item

Unread book in perfect condition.

Seller Inventory # 44434336

Bibliographic Details

• Title: Fundamentals Of Data Science Trilogy
• Publisher: Cayenne Canyon Press
• Publication Date: 2022
• Language: English
• ISBN 10: 1941043038
• ISBN 13: 9781941043035
• Binding: Hardcover
• Condition: As New

About this title

Synopsis

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.