Machine Learning Operations with Amazon Web Services (MLOps with AWS)

via edX Professional Certificate

Overview

Engage in the dynamic field of AI with the Machine Learning Operations with Amazon Web IDX (MLOps with AWS) course provided by edX. This comprehensive program, positioned at the intersection of data engineering and data science, equips participants with the know-how to deploy machine learning models effectively.

Unlike traditional approaches where the major focus is on model development, this course emphasizes the integration, monitoring, and maintenance of a self-sufficient data pipeline that extends from model inception to implementation. The course addresses the inefficiencies that result from the separation of roles between data scientists and data engineers by fostering proficiency in both domains, thereby speeding up deployment processes and minimizing errors.

Participants will learn practical skills to collaborate with data scientists in order to deploy models that are capable of learning from data, generating predictions, recommendations, and making decisions. The course covers essential aspects of MLOps and AI engineering, highlighting automated processes essential for modern AI implementations.

The curriculum focuses on developing skills to construct an AWS pipeline that accomplishes the following:

Ingests data for training predictive models
Continuously feeds the model during operation
Regularly scores data to derive insights
Generates actionable outputs
Seamlessly integrates with business applications

Additionally, the course teaches participants to enhance the pipeline for continuous monitoring of operational components such as incoming data (to check for data drift) and decision outputs (to spot anomalies).

This program leverages the expertise of Elder Research, a leader in data analytics consulting since 1995, which is known for delivering real-world problem-solving capabilities through the Statistics.com platform. Prepare to apply cutting-edge MLOps knowledge immediately, fostering a robust career in machine learning and data engineering on AWS.

Categorized under MLOops Courses, Amazon Web Services (AWS) Courses, and DevOps Courses, this professional certificate enhances your expertise and opens new career pathways in the burgeoning field of machine learning operations.