Machine Learning Infrastructure and Best Practices for Software Engineers

Miroslaw Staron

Language: English

Publisher: Packt Publishing

Published: Jan 17, 2024

Description:

Efficiently transform your initial designs into big systems by learning the foundations of infrastructure, algorithms, and ethical considerations for modern software products

Key Features
  • Learn how to scale-up your machine learning software to a professional level
  • Secure the quality of your machine learning pipeline at runtime
  • Apply your knowledge to natural languages, programming languages, and images
  • Book DescriptionAlthough creating a machine learning pipeline or developing a working prototype of a software system from that pipeline is easy and straightforward nowadays, the journey toward a professional software system is still extensive. This book will help you get to grips with various best practices and recipes that will help software engineers transform prototype pipelines into complete software products.The book begins by introducing the main concepts of professional software systems that leverage machine learning at their core. As you...