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You're reading from  Engineering MLOps

Product typeBook
Published inApr 2021
PublisherPackt
ISBN-139781800562882
Edition1st Edition
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Author (1)
Emmanuel Raj
Emmanuel Raj
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Emmanuel Raj

Emmanuel Raj is a Finland-based Senior Machine Learning Engineer with 6+ years of industry experience. He is also a Machine Learning Engineer at TietoEvry and a Member of the European AI Alliance at the European Commission. He is passionate about democratizing AI and bringing research and academia to industry. He holds a Master of Engineering degree in Big Data Analytics from Arcada University of Applied Sciences. He has a keen interest in R&D in technologies such as Edge AI, Blockchain, NLP, MLOps and Robotics. He believes "the best way to learn is to teach", he is passionate about sharing and learning new technologies with others.
Read more about Emmanuel Raj

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Discussing a real-life business problem

We will be implementing the following business problem to get hands-on experience. I recommend you read this section multiple times to get a good understanding of the business problem; it makes it easier to implement it.

Important note

Problem context:

You work as a data scientist in a small team with three other data scientists for a cargo shipping company based in the port of Turku in Finland. 90% of the goods imported into Finland come via cargo ships at the ports across the country. For cargo shipping, weather conditions and logistics can be challenging at times at the ports. Rainy conditions can distort operations and logistics at the ports, which can affect the supply chain operations. Forecasting rainy conditions in advance gives the possibility to optimize resources such as human resources, logistics, and transport resources for efficient supply chain operations at ports. Business-wise, forecasting rainy conditions in advance...

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Engineering MLOps
Published in: Apr 2021Publisher: PacktISBN-13: 9781800562882

Author (1)

author image
Emmanuel Raj

Emmanuel Raj is a Finland-based Senior Machine Learning Engineer with 6+ years of industry experience. He is also a Machine Learning Engineer at TietoEvry and a Member of the European AI Alliance at the European Commission. He is passionate about democratizing AI and bringing research and academia to industry. He holds a Master of Engineering degree in Big Data Analytics from Arcada University of Applied Sciences. He has a keen interest in R&D in technologies such as Edge AI, Blockchain, NLP, MLOps and Robotics. He believes "the best way to learn is to teach", he is passionate about sharing and learning new technologies with others.
Read more about Emmanuel Raj