Enroll Course: https://www.coursera.org/learn/mlops-aws-azure-duke
In today’s rapidly evolving AI landscape, understanding how to deploy and manage machine learning models effectively is crucial. The Coursera course titled “MLOps Platforms: Amazon SageMaker and Azure ML” offers a comprehensive pathway for aspiring data scientists, software engineers, and ML practitioners to develop these essential skills. Covering two of the leading cloud platforms—AWS and Microsoft Azure—the course guides learners through building, training, and deploying ML solutions in real-world production environments.
The course is structured into five detailed modules. It begins with data engineering techniques using AWS tools like AWS Step Functions and AWS Lambda, enabling learners to create robust data pipelines. Next, it delves into exploratory data analysis with AWS technology, emphasizing hands-on experience with data science notebooks. The third module focuses on modeling, where participants learn to develop machine learning models, such as linear regression, and run them within command-line environments.
A significant portion of the course is dedicated to MLOps practices—deploying, operationalizing, and fine-tuning models using AWS services like SageMaker Studio Lab. This includes practical exercises like fine-tuning Hugging Face models. Finally, the course explores how to leverage major cloud provider certifications to validate expertise and enhance career prospects in ML engineering.
I highly recommend this course for those preparing for AWS or Azure ML certifications, as well as professionals seeking to deepen their understanding of deploying ML solutions at scale. The hands-on labs and real-world project focus make it an excellent resource for gaining practical skills that are directly applicable to industry roles. Whether you are looking to build a solid foundation or advance your current knowledge, this course provides valuable insights into MLOps platforms that are industry standards today.
Enroll Course: https://www.coursera.org/learn/mlops-aws-azure-duke