
CERTIFICATE
OF COMPLETION
This is to certify that
Lee Ming Hua
has completed the
Custom Generative AI Systems for Enterprises
19 to 23 May 2025
Khoong Chan Meng
CEO
Serial No.: 145128610

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Lee Ming Hua
• Foundational Concepts: Understand the core principles of transformers architecture, their evolution, and their application in building enterprise Artificial Intelligence (AI) systems.
• Generative AI Frameworks: Learn and apply strategies for building enterprise AI applications using generative AI software frameworks (e.g., LangChain, LlamaIndex). Fine-tune pre-trained models with available foundational models for specific enterprise tasks, including zero-shot learning on computer vision and retrieval-augmented generation.
• Performance Optimization: Explore methods to enhance enterprise AI applications using reward-based reinforcement learning for performance optimization.
• Deployment Strategies: Navigate challenges and strategies for deploying enterprise AI systems in production environments. Optimize models for efficient training and inference, with an understanding of model and data parallelism.
• Practical Application: Apply theoretical knowledge through practical labs, building and deploying enterprise AI applications in real-world scenarios
Issued on
May 29, 2025
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Does not expire