Course Duration
5 Days
Red Hat
Authorized Training
IT
Course cost:
£5,950.00
IT Certification Overview
Experience the possibilities of MLOps through proven open culture and practices used by Red Hat to support customer innovation.
MLOps Practices with Red Hat OpenShift AI (AI500) is a five-day immersive class, offering attendees an opportunity to experience and implement a successful MLOps adoption journey. While many AI or data science training programs focus on a particular framework or technology, this course covers how the best Open Source tools fit together in a full MLOps workflow. It blends continuous discovery, continuous training, and continuous delivery in a highly engaging experience simulating real-world machine learning scenarios.
To achieve the learning objectives, participants should include multiple roles from across the organization. Data scientists, machine learning engineers, platform engineers, architects, and product owners will gain experience working beyond their traditional silos. The daily routine simulates a real-world delivery team, where cross-functional teams learn how collaboration breeds innovation. Armed with shared experiences and best practices, the team can apply what it has learned to help the organization's culture and mission succeed in the pursuit of new projects and improved processes.
This course is based on Red Hat OpenShift AI, Red Hat OpenShift GitOps and Predictive AI.
Newto Training Reviews
What Our Happy Alumni Say About Us
I had absolutely no experience in this field, but Newto Training recognised my potential and supported me every step of the way. The real-life scenarios were invaluable in making me job-ready.
The tutors at Newto are consistently patient, clear and more than willing to help. I couldn't have asked for a better learning environment.
From day one I felt welcomed and supported. The live sessions were interactive and the resources well thought-out. I passed my exam on the first attempt thanks to them.
I was nervous about switching careers but the practical approach and continual 1-to-1 support gave me the confidence I needed to succeed."
The training material was excellent, and the instructors really brought the subject to life with hands-on lab work. I feel fully prepared for the workplace."
What impressed me most was the flexibility and responsiveness of the support team. Whenever I had a question, they were there even outside of normal hours.
The course structure was superb. A great mix of theory and practice delivered at a pace that made sense even for beginners. Highly recommended.
Switching into IT felt overwhelming, but Newto Training made the journey manageable and quite enjoyable. Their coaching style is top class.
I particularly appreciated the way complex topics were broken down into manageable chunks, and the tutor actively encouraged questions at every stage.
The live-taught interactive classes set Newto apart from other providers. It wasn't just video-based learning and the real engagement made all the difference.
The cyber course exceeded my expectations. They've been on hand for everything and are constantly in touch with me
The resources provided were spot on and the teaching style made everything easy to understand. I particularly appreciated the extra help offered when needed.
Enrolling with Newto was one of the best decisions I've made. The job-readiness focus, strong teaching and excellent support all stood out.
I completed my SQL course and now feel confident in my skills. The real-world examples and supportive tutors made it all click.
I've just passed my AZ-900 exam thanks to the support received from Ken in the boot camp and his exam preparation sessions.
I've gained a qualification and the confidence to use it in real-world scenarios.
Their commitment to student success is obvious from the personalised guidance to the quality of delivery. I'd recommend them without hesitation.
Every tutor I encountered was professional, encouraging and keen to see me succeed. That personal touch made a big difference.
I'm now in a role I once thought was out of reach, thank you to the all the team
The bootcamps were excellent, we were given practical projects to complete and I feel so much more confident with my coding skills
I had absolutely no experience in this field, but Newto Training recognised my potential and supported me every step of the way. The real-life scenarios were invaluable in making me job-ready.
The tutors at Newto are consistently patient, clear and more than willing to help. I couldn't have asked for a better learning environment.
From day one I felt welcomed and supported. The live sessions were interactive and the resources well thought-out. I passed my exam on the first attempt thanks to them.
I was nervous about switching careers but the practical approach and continual 1-to-1 support gave me the confidence I needed to succeed."
The training material was excellent, and the instructors really brought the subject to life with hands-on lab work. I feel fully prepared for the workplace."
What impressed me most was the flexibility and responsiveness of the support team. Whenever I had a question, they were there even outside of normal hours.
The course structure was superb. A great mix of theory and practice delivered at a pace that made sense even for beginners. Highly recommended.
Switching into IT felt overwhelming, but Newto Training made the journey manageable and quite enjoyable. Their coaching style is top class.
I particularly appreciated the way complex topics were broken down into manageable chunks, and the tutor actively encouraged questions at every stage.
The live-taught interactive classes set Newto apart from other providers. It wasn't just video-based learning and the real engagement made all the difference.
I had absolutely no experience in this field, but Newto Training recognised my potential and supported me every step of the way. The real-life scenarios were invaluable in making me job-ready.
The tutors at Newto are consistently patient, clear and more than willing to help. I couldn't have asked for a better learning environment.
From day one I felt welcomed and supported. The live sessions were interactive and the resources well thought-out. I passed my exam on the first attempt thanks to them.
I was nervous about switching careers but the practical approach and continual 1-to-1 support gave me the confidence I needed to succeed."
The training material was excellent, and the instructors really brought the subject to life with hands-on lab work. I feel fully prepared for the workplace."
What impressed me most was the flexibility and responsiveness of the support team. Whenever I had a question, they were there even outside of normal hours.
The course structure was superb. A great mix of theory and practice delivered at a pace that made sense even for beginners. Highly recommended.
Switching into IT felt overwhelming, but Newto Training made the journey manageable and quite enjoyable. Their coaching style is top class.
I particularly appreciated the way complex topics were broken down into manageable chunks, and the tutor actively encouraged questions at every stage.
The live-taught interactive classes set Newto apart from other providers. It wasn't just video-based learning and the real engagement made all the difference.
The cyber course exceeded my expectations. They've been on hand for everything and are constantly in touch with me
The resources provided were spot on and the teaching style made everything easy to understand. I particularly appreciated the extra help offered when needed.
Enrolling with Newto was one of the best decisions I've made. The job-readiness focus, strong teaching and excellent support all stood out.
I completed my SQL course and now feel confident in my skills. The real-world examples and supportive tutors made it all click.
I've just passed my AZ-900 exam thanks to the support received from Ken in the boot camp and his exam preparation sessions.
I've gained a qualification and the confidence to use it in real-world scenarios.
Their commitment to student success is obvious from the personalised guidance to the quality of delivery. I'd recommend them without hesitation.
Every tutor I encountered was professional, encouraging and keen to see me succeed. That personal touch made a big difference.
I'm now in a role I once thought was out of reach, thank you to the all the team
The bootcamps were excellent, we were given practical projects to complete and I feel so much more confident with my coding skills
The cyber course exceeded my expectations. They've been on hand for everything and are constantly in touch with me
The resources provided were spot on and the teaching style made everything easy to understand. I particularly appreciated the extra help offered when needed.
Enrolling with Newto was one of the best decisions I've made. The job-readiness focus, strong teaching and excellent support all stood out.
I completed my SQL course and now feel confident in my skills. The real-world examples and supportive tutors made it all click.
I've just passed my AZ-900 exam thanks to the support received from Ken in the boot camp and his exam preparation sessions.
I've gained a qualification and the confidence to use it in real-world scenarios.
Their commitment to student success is obvious from the personalised guidance to the quality of delivery. I'd recommend them without hesitation.
Every tutor I encountered was professional, encouraging and keen to see me succeed. That personal touch made a big difference.
I'm now in a role I once thought was out of reach, thank you to the all the team
The bootcamps were excellent, we were given practical projects to complete and I feel so much more confident with my coding skills
Prerequisites
Participants should have:
- Containers, Kubernetes and Red Hat OpenShift Technical Overview (DO080) or Basic understanding of OpenShift/Kubernetes and containers is helpful
- High level understanding of AI or Red Hat AI Foundations is beneficial
Target Audience
This experience demonstrates how individuals across different roles must learn to share, collaborate, and work toward a common goal to achieve positive outcomes and drive innovation.
It is especially valuable for:
- MLOps Platform Users: Data scientists, data engineers, and application developers.
- MLOps Platform Providers: Machine learning engineers, MLOps engineers, and platform engineers.
- MLOps Platform Stakeholders: Architects and IT managers.
- The scenario incorporates technical aspects of working with machine learning systems, offering practical insights into how these roles can align their efforts.
You will learn how to continuously deliver value to your customers by accelerating the deployment of new models to market. Our instructors will share experiences and best practices learned from engaging directly with customers during Red Hat services engagements.
Learning Objectives
This course takes you an end to end journey of a Predictive Intelligent Application use case, from ideation to inner loop experimentation to production, while bringing different personas together to seamlessly collaborate on a single platform.
This course blends cultural and technical practices into a unique, highly-engaging experience, packed with real-world applications. You will learn MLOps practices and how they build upon each other to improve team alignment and delivery efficiency.
Most AI training focuses on a particular framework or technology, this course combines the best Open Source tools while giving you the experience of how they fit together to reliably and efficiently build, deploy and maintain AI models in production.
MLOps Practices with Red Hat OpenShift AI - Classroom Training Course Content
What is MLOps?
Brainstorm and explore what principles, practices, and cultural elements make up a MLOps model for ML model developments and deployments.
Inner Loop
Familiarize ourselves with the necessary tools for experimenting and building our model; we will create a workbench, explore the dataset, start tracking our experiments, and deploy our models.
Training Pipelines
Transition to automating the previous steps for productionizing our model training.
Outer Loop
Introduction to MLOps: a set of practices that automate and simplify machine learning workflows and deployments.
Here we will create our MLOps environment where the continuous training pipeline, automated deployment, and the supporting toolings will be running.
Monitoring
Machine learning models can be influenced by various factors, including changes in data patterns, shifts in user behavior, and evolving external conditions. By implementing continuous monitoring, we will proactively identify these changes, assess their impact on model accuracy, and make necessary adjustments to maintain optimal performance.
Data Versioning
Enhance traceability by introducing versioning for our datasets as they change over time.
Advanced Deployments
Properly handle pre- and post-processing for data and predictions, explore autoscaling to handle loads, and introduce advanced deployment patterns like canary and blue-green deployments to ensure safe and seamless model rollouts.
Feature Stores
Robust ways of dealing with data features and their changes, as well as making sure features are homogeneous between training and serving.
Security
Implement automated security guardrails to stay compliant with the organizations security practices and extend them to the models.
Exams and Assessments
There is no specific certification associated with this course.
Hands-On Learning
- This course includes cloud based hands-on labs
Upcoming Dates
Dates and locations are available on request. Please contact us for the latest schedule.
Advance Your Career with MLOps Practices with Red Hat OpenShift AI - Classroom Training
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