Generative AI Professional

As an Oracle Cloud Infrastructure 2024 Generative AI Certified Professional, I have a strong foundation in Large Language Models (LLMs) and am proficient in leveraging the OCI Generative AI Service. My expertise includes building, tracing, evaluating, and deploying LLM applications using advanced techniques such as Retrieval-Augmented Generation (RAG), Semantic Search, Vector databases, and LangChain.

I possess a comprehensive understanding of LLM fundamentals, including their architectures, effective prompt design, and fine-tuning methodologies, as well as the basics of code models, multi-modal systems, and language agents. Within the OCI Generative AI Service, I am skilled in utilizing pretrained foundational models for Chat and Embedding, creating dedicated AI clusters for fine-tuning and inference, fine-tuning base models with custom datasets, and managing model endpoints for inference, all while understanding the OCI Generative AI security architecture.

Furthermore, my certification demonstrates my ability to implement RAG solutions using the OCI Generative AI service, including its integration with LangChain and Oracle Database 23ai. This involves managing the complete RAG workflow, from loading, splitting, and chunking documents to creating embeddings, storing and indexing them in Oracle Database 23ai, performing similarity searches, and generating responses. I am also knowledgeable about the OCI Generative AI RAG Agents service, covering its fundamentals, options for creating knowledge bases, and the creation, deployment, and invocation of RAG agents as chatbots.