Credential

IBM Generative AI Engineering Professional Certificate

IBM's 16-course professional certificate on Coursera — LLMs, transformers, fine-tuning, RAG and LangChain. Completed October 2026.

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What it covers

A full path from AI fundamentals to building and adapting generative AI systems: Python for data and machine learning, Deep Learning, NLP, the Transformers architecture, LLM data preparation, Fine-Tuning (instruction tuning and DPO), Prompt Engineering, and RAG (Retrieval-Augmented Generation) applications and agents with LangChain — hands-on with PyTorch and Hugging Face.

It complements my agent-runtime work in Akashi and my local-rag-chatbot by grounding the application layer in how the models are built and trained.

Courses

Why it matters

Most of my daily work is at the application layer. This program fills in the layer beneath — how models are trained, adapted and evaluated — which informs choices such as when to use RAG (Retrieval-Augmented Generation) versus fine-tuning, and it gave me the foundations I then applied hands-on in Real-time Data Systems, fine-tuning a time-series foundation model with PyTorch.

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