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Microsoft Certified: AI Solutions Architect (AB-900)
Microsoft / AB-900Build the skills for your next mission.
This advanced certification course, Microsoft Certified: AI Solutions Architect (AB-900), is meticulously designed for seasoned professionals tasked with architecting and implementing robust Artificial Intelligence (AI) and Machine Learning (ML) solutions within complex enterprise environments.
Course objectives
Build practical skills across the key domains covered in Microsoft Certified: AI Solutions Architect (AB-900) (AB-900).
Design AI SolutionsGather and analyze business requirements for AI solutions.
- Gather and analyze business requirements for AI solutions.
- Identify appropriate AI services and technologies for specific use cases.
- Design data ingestion, storage, and processing strategies for AI workloads.
- Plan for data governance, privacy, and security in AI solutions.
- Evaluate and select machine learning models and algorithms.
- Design human-in-the-loop strategies for AI systems.
Implement and Manage AI SolutionsImplement data preprocessing and feature engineering pipelines.
- Implement data preprocessing and feature engineering pipelines.
- Train, evaluate, and fine-tune machine learning models.
- Deploy AI models to various environments (e.g., cloud, edge).
- Implement MLOps practices for continuous integration and delivery of AI solutions.
- Monitor and troubleshoot AI model performance and drift.
- Manage AI solution infrastructure and resources.
- Implement responsible AI principles in solution development.
Optimize and Scale AI SolutionsOptimize AI model inference for performance and cost efficiency.
- Optimize AI model inference for performance and cost efficiency.
- Implement strategies for scaling AI workloads and infrastructure.
- Integrate AI solutions with existing business applications and data sources.
- Design for high availability and disaster recovery of AI systems.
- Evaluate and apply reinforcement learning or other advanced AI techniques.
- Implement cost management and optimization for AI services.
Ensure Responsible AI and SecurityApply responsible AI principles throughout the AI lifecycle.
- Apply responsible AI principles throughout the AI lifecycle.
- Implement security best practices for AI models and data.
- Address data privacy and compliance requirements (e.g., GDPR, HIPAA).
- Mitigate AI bias and ensure fairness in model outcomes.
- Design for interpretability and explainability of AI models.
- Implement auditing and logging for AI solution accountability.
Find your DoD 8140 pathway
Explore how this training may align to DoD 8140 work roles and proficiency levels.
About this course
This advanced certification course, Microsoft Certified: AI Solutions Architect (AB-900), is meticulously designed for seasoned professionals tasked with architecting and implementing robust Artificial Intelligence (AI) and Machine Learning (ML) solutions within complex enterprise environments. It provides an in-depth exploration of the Microsoft Azure AI platform, focusing on strategic planning, solution design, and operationalizing AI models at scale. Participants will gain a comprehensive understanding of AI solution lifecycles, ethical AI principles, and the advanced capabilities required to translate business objectives into secure, scalable, and high-performing AI systems.
Training alone does not establish DoD 8140 qualification. Confirm position-specific requirements with your organization.