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Carte Fundamentals of Data Science Trilogy Jared M Maruskin

Fundamentals of Data Science Trilogy

Experiment-Model-Learn

Autor: Jared M Maruskin
Limbă: engleză
Legare: Carte broșată
Editura: Cayenne Canyon Press
Disponibilitate: În depozitul extern
Expediem în 14-21 zile
486.59 lei
In this series, we cover statistical experimentation, modeling, and machine learning, focusing on:ba...

Informații despre carte

Autor
Jared M Maruskin
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2022
Pagini
892
EAN
9781941043011
ISBN
1941043011
Enbook ID
38993349
Editura
Cayenne Canyon Press
Greutate
1225
Dimensiuni
156 x 234 x 45

Descriere completă

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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