Engineering and Technology
Learn about MLOps, including the tools and practices needed for automating and scaling machine learning applications.
Discover MLOps for Business: A Comprehensive Course on Automating and Scaling Machine Learning Applications In this course, you will gain a thorough understanding of MLOps, a rapidly emerging set of tools and techniques that enable businesses to automate and scale their machine learning applications. Gone are the days of manual and time-consuming model development, with most models never making it into production. With MLOps, businesses can effectively streamline and automate the entire process of designing, developing, and operating machine learning models. By enrolling in this course, you will learn how to harness the power of MLOps to transform your organization into a fully mature machine-learning company. You will delve into the fundamental concepts and requirements of MLOps, exploring the various tools, techniques, and individuals involved in its implementation. Additionally, you will gain valuable insights into common pitfalls and learn how to avoid them. The course will guide you through the entire MLOps life cycle, starting from the initial design phase and progressing through development, deployment, and operations. In Chapter 3, you will gain a deep understanding of the challenges and risks associated with deploying machine learning models in real-world scenarios. Finally, you will examine best practices and real-world case studies that demonstrate successful implementation of MLOps. By the end of this course, you will possess the knowledge and skills necessary to design, develop, and operate machine learning applications at scale. You will be equipped to leverage the transformative impact of machine learning on your business, enabling you to stay ahead in today's data-driven world.
by DataCamp
Learn about MLOps, including the tools and practices needed for automating and scaling machine learn...
by DataCamp
Discover how MLOps can take machine learning models from local notebooks to functioning models in pr...
by DataCamp
Shift to an MLOps mindset, enabling you to train, document, maintain, and scale your machine learnin...
by DataCamp
Learn about MLOps architecture, CI/CD/CM/CT techniques, and automation patterns to deploy ML systems...
by DataCamp
In this course, you’ll explore the modern MLOps framework, exploring the lifecycle and deployment of...
by DataCamp
In this Introduction to DevOps, you’ll master the DevOps basics and learn the key concepts, tools, a...