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10-Day AI/ML Engineering & Agentic Systems Sprint
A hands-on sprint turning AI and machine learning concepts into working APIs, retrieval systems, model workflows, and agentic applications.
Project overview
What I built
This project collection documents a practical development sprint with nGOT Giants. The work moves from first principles to shipped systems, with an emphasis on grounding outputs, validating inputs, and building deployment-ready services.
Category
AI/ML and Agents
Timeline
April 2026
Scope
10 technologies
Delivery notes
Highlights
The practical work, decisions, and working systems that shaped this project.
- Medical-literature RAG API grounded in retrieved guideline sources
- QLoRA fine-tuning and inference experiments for biomedical NER
- Telecom complaint analysis with function calling and structured output
- Agent systems for satellite data summarisation and eCommerce assistance
Technical foundation
Built with
The tools and platforms used to move the idea from concept to a working project.
PythonFastAPIOpenAI APIRAGLoRAMLflowPineconeLlamaIndexLangChainDocker
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