Role Summary
We are seeking a Subject Matter Expert (SME) to develop and maintain high-quality online course content for the Microsoft Professional Certificate in Microsoft AI Research Science. The ideal candidate possesses deep expertise in machine learning foundations, deep learning architectures, experiment design, and the Microsoft research stack, combined with a genuine passion for teaching and energetic on-camera instruction.

Roles & Responsibilities
• Discovery & Alignment: Validate Job Task Analysis (JTA) documents, Coursera In-Demand Topic (IDT) frameworks, and Program Architectures to ensure content directly aligns with advanced research scientist roles.
• Content Development & AI Augmentation: Create comprehensive instructional materials including case studies, research paper critiques, concept guides, and code scripts. Substantively enhance AI-generated drafts with first-hand research scenarios, compute constraints, and real-world practitioner context.
• Core Technical Instruction: Develop content across mathematical foundations, Transformers, diffusion models,



LoRA/PEFT fine-tuning, RLHF, controlled ablation studies, statistical significance testing, and Azure ML workflows.
• Activity Testing & Lab Validation: Complete all learner activities end-to-end as a student across Azure Machine Learning, Microsoft Foundry, PyTorch, Hugging Face, and W&B; to verify code accuracy, UI references, and dataset integrity.
• Assessment Design & AI Audit: Design technical quizzes, paper critiques, and capstone projects. Formulate rubrics to evaluate research soundness, reproducibility, benchmark validity, and human-in-the-loop responsible AI auditing.
• Multimedia & Video Production: Appear on camera to lead instructional video modules and paper walkthroughs, while building synthetic research datasets, ablation templates, and PyTorch code notebooks for student labs.
• Governance & Safeguards: Enforce strict data lineage standards, ensure all case studies rely on anonymize

📌 Subject Matter Expert (India)
🏢 LearningMate
📍 India