January 2024
Intermediate to advanced
346 pages
9h 9m
English
Content preview from Machine Learning Infrastructure and Best Practices for Software Engineers
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Part 1:Machine Learning Landscape in Software Engineering
Traditionally, Machine Learning (ML) was considered to be a niche domain in software engineering. No large software systems used statistical learning in production. This changed in the 2010s when recommendation systems started to utilize large quantities of data – for example, to recommend movies, books, or music. With the rise of transformer technologies, this has changed. Commonly known products such as ChatGPT popularized these techniques and showed that they are no longer niche products, but have entered the mainstream software products and services. Software engineering needs to keep up and we need to know how to create the software based on these modern machine learning models. ...
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