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Yasser Ali
Junior AI & ML Engineer specializing in agentic systems and full-stack AI products
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About
Won a machine learning contest and was placed onto a Kaiser data science team, where they built ML models for hospital bottleneck prediction and resource allocation. They later built and deployed a full-stack LLM-based “data analyst agent” (with custom orchestration plus LangChain/OpenAI Agents experience) that generates analysis code, answers questions, and produces dashboards from uploaded datasets, emphasizing rigorous evaluation sets, robustness, and healthcare security/compliance integration.
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Key Strengths
- Built and deployed an AI data analyst agent enabling users to upload datasets and get autonomous analysis/code/visualizations
- Designed evaluation datasets to test agent accuracy/robustness and identify crash/weak-point patterns
- Hands-on agent orchestration expertise (LangChain, OpenAI Agents, and custom-built orchestration from the ground up)
- Empirical model and prompt selection via benchmarking across evaluation sets (open-source vs Azure/state-of-the-art models)
- Cross-functional delivery with non-technical finance stakeholders via weekly iterative demos and feedback loops
- Healthcare operations ML experience (predicting hospital bottlenecks and optimizing nurse/bed resource allocation)
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