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Course Details
Course Details
What You'll Learn
This course prepares you for the AI-300 certification exam, covering all official skills measured and their approximate weightings:
Domain 1 Design and implement an MLOps infrastructure (15-20%)
- Create and manage a Machine Learning workspace, datastores and compute targets, and configure identity and access management
- Create and manage data assets, environments and components, and share assets across workspaces using registries
- Configure GitHub integration, and deploy Machine Learning workspaces and resources using Bicep and Azure CLI
- Automate resource provisioning with GitHub Actions workflows and restrict network access to workspaces
- Manage source control for machine learning projects using Git
Domain 2 Implement machine learning model lifecycle and operations (25-30%)
- Orchestrate model training: configure experiment tracking with MLflow, use automated machine learning and notebooks, and automate hyperparameter tuning
- Run training scripts, manage distributed training, implement training pipelines, and compare model performance across jobs
- Register and version models, package feature retrieval specifications, and evaluate models using responsible AI principles
- Deploy models as real-time or batch endpoints, test and troubleshoot endpoints, and implement progressive rollout and safe rollback
- Monitor production models: detect data drift, track performance metrics, and configure retraining or alert triggers
Domain 3 Design and implement a GenAIOps infrastructure (20-25%)
- Create and configure Foundry resources and project environments, and configure identity and access management with managed identities and RBAC
- Implement network security and private networking, and deploy infrastructure using Bicep templates and Azure CLI
- Deploy foundation models with serverless API endpoints and managed compute, and select appropriate models for use cases
- Implement model versioning and production deployment strategies, and configure provisioned throughput units for high-volume workloads
- Design and develop prompts, create prompt variants, and implement version control for prompts using Git repositories
Domain 4 Implement generative AI quality assurance and observability (10-15%)
- Create test datasets and data mapping, and implement AI quality metrics including groundedness, relevance, coherence and fluency
- Configure risk and safety evaluations for harmful content detection, and set up automated evaluation workflows
- Monitor performance metrics including latency, throughput and response times using continuous monitoring in Foundry
- Track and optimize cost metrics including token consumption and resource usage
- Configure detailed logging, tracing and debugging for production troubleshooting
Domain 5 Optimize generative AI systems and model performance (10-15%)
- Optimize retrieval-augmented generation (RAG) by tuning similarity thresholds, chunk sizes and retrieval strategies
- Select and fine-tune embedding models for domain-specific accuracy, and implement hybrid semantic and keyword search
- Evaluate and improve RAG performance using relevance metrics and A/B testing
- Design and implement advanced fine-tuning methods, and create and manage synthetic data for fine-tuning
- Monitor and optimize fine-tuned models from development through production deployment
Course Info
Promotion Code
Your will get 10% discount voucher for 2nd course onwards if you write us a Google review.
Minimum Entry Requirement
Knowledge and Skills
- Able to operate using computer functions
- Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)
Attitude
- Positive Learning Attitude
- Enthusiastic Learner
Experience
- Minimum of 1 year of working experience.
Target Age Group: 18-65 years old
Minimum Software/Hardware Requirement
Software:
free Microsoft Azure account (https://azure.microsoft.com/en-us/) hereHardware: Window or Mac Laptops
Job Roles
Job Roles
- Dynamics 365 Business Central Developer
- ERP Developer
- Business Systems Consultant
- Dynamics 365 Administrator
- Systems Integration Specialist
- Power Apps Developer
- Power Automate Specialist
- ERP Implementation Consultant
- Financial Systems Analyst
- Warehouse Management Specialist
- Supply Chain Management Specialist
- IT Project Manager
- Data Analyst for Business Central
- Business Intelligence Developer
- Reporting Specialist
- Dynamics 365 Functional Consultant
- Procurement and Inventory Specialist
- Business Process Automation Specialist
- Dynamics 365 Security Administrator
- Technical Support Engineer
Trainers
Trainers
is an accomplished IT and data specialist with over 20 years of experience in academia, ICT leadership, and professional training, with a strong focus on data analytics and Excel-based solutions. He has developed and delivered specialized training programs on Statistical Data Analysis with Excel and Visual Basic for Applications (VBA) for Excel, equipping learners with advanced data manipulation, automation, and reporting skills. His expertise extends to automating institutional reporting systems, where he successfully streamlined academic records management through Excel-based tools, integrating macros and automation to improve efficiency and accuracy. As a trainer and consultant, Dr. Siraj has taught Excel to diverse audiences, including university staff, administrative teams, and professionals in banking, security, and education, ensuring they can apply Excel for decision-making, statistical modeling, and process automation. His practical mastery of Excel is complemented by his deep knowledge of office automation and ICT project management, making him a highly sought-after trainer in data analysis and productivity tools. With his blend of hands-on technical expertise and instructional experience, Dr. Siraj stands out as a credible authority in leveraging Excel to drive organizational efficiency and data-driven strategies
Review
Customer Reviews (6)
- Fantastic experience Review by Course Participant/Trainee
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Great course materials and well-paced lessons. The exercises really helped me understand the topic. (Posted on 6/22/2026)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Great practical training Review by Course Participant/Trainee
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Solid content and a supportive trainer. I would definitely sign up for more courses here. (Posted on 4/8/2026)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Knowledgeable trainer Review by Course Participant/Trainee
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I found the course extremely useful and relevant to my job. Highly recommend it to others. (Posted on 12/4/2025)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Great learning experience Review by Course Participant/Trainee
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A very practical course. The trainer made a complex topic simple and enjoyable to learn. (Posted on 11/17/2024)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Practical and relevant Review by Course Participant/Trainee
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The trainer was knowledgeable and explained the concepts clearly with real-world examples. (Posted on 10/12/2024)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment
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