Course Duration
4 Days
Microsoft
Authorized Training
IT
Course cost:
£0.00
IT Certification Overview
This course prepares learners to operationalise machine learning and generative ai solutions using microsoft azure, aligned to the requirements of the ai-300 exam. It focuses on building robust, scalable, and secure ai systems in production environments, combining machine learning operations and generative ai operations into a unified aiops approach.
Learners will gain the practical skills needed to deploy, monitor, govern, and optimise both traditional machine learning models and generative ai applications. The course emphasises real-world operational workflows, enabling organisations to transition from experimentation to enterprise-scale ai delivery with confidence.
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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
Learners should have:
- experience with python programming
- working knowledge of azure machine learning
- experience deploying and maintaining machine learning models
- familiarity with generative ai development concepts and tools such as microsoft foundry
- understanding of devops practices including source control and ci/cd
- experience with tools such as github actions and command-line interfaces
Tareget audience
This course is designed for professionals responsible for deploying and managing ai systems in production environments, including:
- ai engineers
- machine learning engineers
- data scientists with operational responsibilities
- devops and platform engineers supporting ai workloads
Learning Objectives
By the end of this course, learners will be able to:
- design and implement mlops and genaiops workflows on azure
- deploy and manage machine learning models in production environments
- operationalise generative ai applications and agents
- implement monitoring, observability, and governance for ai systems
- optimise performance, cost, and reliability of ai solutions
- apply security and compliance best practices across the ai lifecycle
Operationalize machine learning and generative AI solutions Course Content
Module 1: introduction to ai operations on azure
This module introduces the principles of aiops, combining mlops and genaiops into a unified operational framework.
- understanding aiops concepts and lifecycle
- differences between experimentation and production ai
- overview of azure ai services and architecture
- introduction to azure machine learning and microsoft foundry
- defining operational requirements for ai solutions
Module 2: setting up infrastructure for ai workloads
This module focuses on preparing the infrastructure required to support scalable ai operations.
- provisioning azure machine learning workspaces
- configuring compute resources and environments
- managing data storage and access
- implementing identity and access management
- setting up networking and security controls
Module 3: implementing mlops workflows
This module covers the deployment and lifecycle management of machine learning models.
- versioning datasets, models, and code
- building automated training pipelines
- deploying models to endpoints
- implementing ci/cd for machine learning
- managing model lifecycle and updates
Module 4: operationalising generative ai solutions
This module focuses on deploying and managing generative ai applications and agents.
- deploying generative ai models using microsoft foundry
- building and managing ai agents
- integrating generative ai into applications
- managing prompts, embeddings, and vector stores
- evaluating generative ai outputs and performance
Module 5: monitoring and observability
This module explores how to monitor ai systems in production to ensure reliability and performance.
- implementing logging and telemetry
- monitoring model performance and drift
- tracking generative ai usage and outputs
- setting up alerts and dashboards
- troubleshooting production issues
Module 6: governance and responsible ai
This module focuses on governance frameworks and responsible ai practices.
- implementing responsible ai principles
- managing compliance and regulatory requirements
- auditing ai systems and decision-making processes
- managing data privacy and security
- applying governance policies across ai workloads
Module 7: optimisation and scaling
This module teaches how to improve performance, cost-efficiency, and scalability of ai systems.
- optimising model performance and latency
- scaling infrastructure for high-demand workloads
- cost management strategies for ai services
- optimising generative ai usage and responses
- implementing caching and efficiency techniques
Module 8: end-to-end ai solution lifecycle
This module consolidates learning by examining the full lifecycle of ai solutions in production.
- designing end-to-end ai pipelines
- integrating mlops and genaiops workflows
- managing continuous improvement cycles
- case study: productionising an ai solution on azure
- preparing for the ai-300 exam
Exams and assessment.
This course aligns directly with the requirements of exam ai-300: operationalizing machine learning and generative ai solution but the exam is not included in the course.
Hands-on learning
This course includes:
- Guided demonstrations of Azure AI services in action
- Interactive exercises using Microsoft Learn modules
- Practical examples of building simple AI applications and agents
- Instructor-led walkthroughs to support real-world understanding
Operationalize machine learning and generative AI solutions Dates
Next 4 available training dates for this course
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