Nguyen / Adams / Miller Building Statistical Models in Python

Develop useful models for regression, classification, time series, and survival analysis
1. Auflage 2023
ISBN: 978-1-80461-215-6
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 420 Seiten

No detailed description available for "Building Statistical Models in Python".

Autoren/Hrsg.

Nguyen, Huy Hoang

Adams, Paul N

Miller, Stuart J

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Informationsarchitektur
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Datenbankdesign & Datenbanktheorie
• Mathematik | Informatik Mathematik Stochastik

Inhaltsverzeichnis

Table of Contents - Sampling and Generalization
- Distributions of Data
- Hypothesis Testing
- Parametric Tests
- Non-Parametric Tests
- Linear Regression
- More Discussion on Model Selection & Regularization
- Logistic Regression
- Discriminant Analysis
- Introduction to Time Series
- ARIMA Models
- Multivariate Time Series Methods
- Time to Event variables - An introduction
- Models with Survival Responses

Über Autor(innen)

Nguyen Huy Hoang:
Huy Hoang Nguyen is a Mathematician and a Data Scientist with far-ranging experience, championing advanced mathematics and strategic leadership, and applied machine learning research. He holds a Master's in Data Science and a PhD in Mathematics. His previous work was related to Partial Differential Equations, Functional Analysis and their applications in Fluid Mechanics. He transitioned from academia to the healthcare industry and has performed different Data Science projects from traditional Machine Learning to Deep Learning.Adams Paul N:
Paul Adams is a Data Scientist with a background primarily in the healthcare industry. Paul applies statistics and machine learning in multiple areas of industry, focusing on projects in process engineering, process improvement, metrics and business rules development, anomaly detection, forecasting, clustering and classification. Paul holds a Master of Science in Data Science from Southern Methodist University.Miller Stuart J:
Stuart Miller is a Machine Learning Engineer with degrees in Data Science, Electrical Engineering, and Engineering Physics. Stuart has worked at several Fortune 500 companies, including Texas Instruments and StateFarm, where he built software that utilized statistical and machine learning techniques. Stuart is currently an engineer at Toyota Connected helping to build a more modern cockpit experience for drivers using machine learning.