AI & Responsible Generative AI Trainer
I deliver structured training programs as an AI and Generative AI trainer, with a strong emphasis on responsible, explainable, and academically sound use of AI systems. These sessions are designed to help educators, researchers, and professionals understand not only how AI tools work, but also where their limitations and risks lie.
The training bridges technical foundations with ethical and academic considerations, making it especially relevant for teaching and research environments.
Training Focus
AI training typically covers:
- Foundations of artificial intelligence and machine learning
- Natural language processing concepts
- Large language model (LLM) platforms and behavior
- Prompt design and interaction patterns
- Retrieval-augmented generation (RAG) concepts
- Vector-based information retrieval
- AI hallucination risks and mitigation strategies
- Human-in-the-loop validation and research integrity
The focus is on making AI outputs defensible, not blindly usable.
Audience
- Faculty and academic researchers
- Institutional trainers and curriculum designers
- Professionals using AI tools in decision-making or research
Delivery Format
- Faculty-oriented workshops
- Academic integrity and AI awareness sessions
- Professional upskilling programs