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You're reading from  Deep Learning for Time Series Cookbook

Product typeBook
Published inMar 2024
PublisherPackt
ISBN-139781805129233
Edition1st Edition
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Authors (2):
Vitor Cerqueira
Vitor Cerqueira
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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.
Read more about Vitor Cerqueira

Luís Roque
Luís Roque
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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.
Read more about Luís Roque

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To get the most out of this book

We assume that you have basic knowledge of Python, data science, and machine learning. Coding and data manipulation using libraries such as NumPy or pandas should be familiar for a comfortable read. Readers should also know about basic concepts and techniques behind machine learning, including supervised and unsupervised learning, classification, regression, cross-validation, and evaluation.

Software/hardware covered in the book

OS requirements

Python (3.9)

Windows, Mac OS X, or Linux (any)

PyTorch Lightning (2.1.2)

pandas (>=2.1)

scikit-learn (1.3.2)

NumPy (1.26.2)

torch (2.1.1)

PyTorch Forecasting (1.0.0)

GluonTS (0.14.2)

Further requirements will be detailed in the introduction of the chapters.

If you are using the digital version of this book, we advise you to type the code yourself or access the code via the GitHub repository (link available in the next section). Doing so will help you avoid any potential errors related to the copying and pasting of code.

Download the example code files

You can download the example code files for this book from GitHub at https://github.com/PacktPublishing/Deep-Learning-for-Time-Series-Data-Cookbook. If there’s an update to the code, it will be updated on the existing GitHub repository.

We also have other code bundles from our rich catalog of books and videos available at https://github.com/PacktPublishing/. Check them out!

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Deep Learning for Time Series Cookbook
Published in: Mar 2024Publisher: PacktISBN-13: 9781805129233

Authors (2)

author image
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.
Read more about Vitor Cerqueira

author image
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.
Read more about Luís Roque