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Deep Learning for Time Series Cookbook

You're reading from Deep Learning for Time Series Cookbook

Product type Book

Published in Mar 2024

Publisher Packt

ISBN-13 9781805129233

Pages 274 pages

Edition 1st Edition

Languages

Concepts

Data Governance

Authors (2):

Vitor Cerqueira

Luís Roque

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Table of Contents (12) Chapters

Preface

Chapter 1: Getting Started with Time Series

Chapter 2: Getting Started with PyTorch

Chapter 3: Univariate Time Series Forecasting

Chapter 4: Forecasting with PyTorch Lightning

Chapter 5: Global Forecasting Models

Chapter 6: Advanced Deep Learning Architectures for Time Series Forecasting

Chapter 7: Probabilistic Time Series Forecasting

Chapter 8: Deep Learning for Time Series Classification

Chapter 9: Deep Learning for Time Series Anomaly Detection

Index

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Authors (2)

Vitor Cerqueira

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.

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Luís Roque

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.

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