AI / ML Engineer · NLP · LLMs · Scalable Systems

Building Scalable AI Systems That Turn Data Into Business Value

I design and deploy intelligent systems using LLMs, NLP, and Machine Learning to automate workflows, enhance decision-making, and drive measurable impact.

70%
Workflow automation
+25%
Model accuracy lift
−30%
API latency
10+
AI systems shipped
Business value

What you actually get when you ship AI.

Automate repetitive workflows

Chatbots, RAG assistants, and agentic pipelines that take hours of manual work off your team's plate.

Smarter decision-making

Predictive models that turn historical data into forward-looking insight your operators can trust.

Lower operational cost

Intelligent automation that scales without scaling headcount — measurable cost-to-serve reduction.

Better user experience

Conversational AI and personalization that drive retention, conversion, and customer satisfaction.

Raw data, real insight

Pipelines and analytics that surface what matters, so business decisions stop being guesswork.

Customer impact

Technical work, translated into outcomes.

Numbers from real systems shipped to production - not benchmarks on toy datasets.

70%
Less manual work

Cut job application time using LLM-based automation on the Jobilot platform.

+25%
Higher model accuracy

Improved NLP system accuracy with advanced retrieval and fine-tuning techniques.

-30%
Faster APIs

Reduced inference latency through optimized model serving and deployment.

Selected work

Case studies: problem, system, impact.

Each project is framed the way a business should evaluate it - what hurt, what I built, what changed.

Capabilities

Skills grouped by what they actually unlock.

AI & NLP Systems

Production LLM workflows: RAG, agents, fine-tuning, evals.

LLMsRAGTransformersChatbotsEmbeddingsLangChain

Machine Learning

Classical and deep models for prediction, ranking, and detection.

TensorFlowPyTorchScikit-learnXGBoostHuggingFace

MLOps & Deployment

Ship models as reliable services - not notebooks.

FastAPIDockerKubernetesCI/CDModel Serving

Data & Analytics

Pipelines and analysis that make data usable.

PandasNumPySQLETLVisualization
Why hire me

A force-multiplier on your AI roadmap.

Production-ready, not just experiments

I ship AI that runs reliably under real load - with monitoring, evals, and rollback paths.

Outcome-driven engineering

Every system I build is tied to a measurable business metric: cost, speed, accuracy, or revenue.

Speaks both languages

I translate between business goals and technical tradeoffs so stakeholders aren't guessing.

Idea to deployment, end-to-end

Data pipelines, modeling, APIs, infra, and frontend integration - I own the whole path.

Let's build

Looking to integrate AI into your product or automate your workflow?

Let's build something impactful - measurable outcomes, production-grade systems.