Type
Virtual
Classroom ILT
Skill Level
Available dates
Learning Path
Virtual
Duration
1 Day
TYPE
Virtual
Classroom ILT
LEARNING PATH
SKILL LEVEL
DURATION
AVAILABLE DATES
Introduction
This course builds upon and extends the DevOps methodology prevalent in software development to build, train, and deploy machine learning (ML) models. The course is based on the four-level MLOPs maturity framework. The course focuses on the first three levels, including the initial, repeatable, and reliable levels. The course stresses the importance of data, model, and code to successful ML deployments. It demonstrates the use of tools, automation, processes, and teamwork in addressing the challenges associated with handoffs between data engineers, data scientists, software developers, and operations. The course also discusses the use of tools and processes to monitor and take action when the model prediction in production drifts from agreed-upon key performance indicators.
Audience profile
This course is intended for:
- MLOps engineers who want to productionize and monitor ML models in the AWS cloud
- DevOps engineers who will be responsible for successfully deploying and maintaining ML models in production
Pre-requisites
It is recommended that attendees of this course have:
- Attended AWS Technical Essentials
- DevOps Engineering on AWS, or equivalent experience
- Practical Data Science with Amazon SageMaker, or equivalent experience
Amazon Web Services Overview
Amazon Web Services (AWS) are leaders in cloud computing solutions and provide IT infrastructure in the form of online web services.
Torque IT is the first and only Authorized AWS Training Partner in Africa.
Our authorized AWS training solutions, and associated certifications, develop and validate the technical knowledge and skills that are relevant to individuals and organizations that are considering, implementing and maintaining cloud-based solutions.
Our hands-on AWS training courses are for anyone who wants to gain a deeper level of understanding with regard to cloud computing solutions and AWS. AWS Certifications designate individuals who demonstrate knowledge, skills and proficiency with AWS services. AWS Certification exams validate the technical knowledge and skills necessary for building and maintaining applications and services on the AWS Cloud.
Regardless of your level of experience with cloud computing, and AWS, we have a course for you.
