Cerqueira / Roque Deep Learning for Time Series Cookbook

Use PyTorch and Python recipes for forecasting, classification, and anomaly detection
1. Auflage 2024
ISBN: 978-1-80512-273-9
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 274 Seiten

No detailed description available for "Deep Learning for Time Series Cookbook".

Autoren/Hrsg.

Cerqueira, Vitor

Roque, Luís

Fachgebiete

• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Automatische Datenerfassung, Datenanalyse
• Mathematik | Informatik EDV | Informatik Informatik Theoretische Informatik
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz

Inhaltsverzeichnis

Table of Contents - Getting Started with Time Series
- Getting Started with PyTorch
- Univariate Time Series Forecasting
- Forecasting with PyTorch Lightning
- Global Forecasting Models
- Advanced Deep Learning Architectures for Time Series Forecasting
- Probabilistic Time Series Forecasting
- Deep Learning for Time Series Classification
- Deep Learning for Time Series Anomaly Detection

Über Autor(innen)

Cerqueira Vitor:
Vitor Cerqueira is a time series researcher with an extensive background in machine learning. Vitor obtained his Ph.D. degree in Software Engineering from the University of Porto in 2019. He is currently a Post-Doctoral researcher in Dalhousie University, Halifax, developing machine learning methods for time series forecasting. Vitor has co-authored several scientific articles that have been published in multiple high-impact research venues.Roque Luís:
Luís Roque, is the Founder and Partner of ZAAI, a company focused on AI product development, consultancy, and investment in AI startups. He also serves as the Vice President of Data & AI at Marley Spoon, leading teams across data science, data analytics, data product, data engineering, machine learning operations, and platforms. In addition, he holds the position of AI Advisor at CableLabs, where he contributes to integrating the broadband industry with AI technologies. Luís is also a Ph.D. Researcher in AI at the University of Porto's AI&CS lab and oversees the Data Science Master's program at Nuclio Digital School in Barcelona. Previously, he co-founded HUUB, where he served as CEO until its acquisition by Maersk.