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Fundamentals of Data Science Trilogy: Experiment-Model-Learn
Hardcover
ISBN13: 9781941043035
Publisher: Cayenne Canyon Press
Published: Apr 29 2022
Pages: 892
Weight: 3.11
Height: 1.81 Width: 6.14 Depth: 9.21
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.
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