Technical Skills
Tools of the trade
Programming, statistics and machine learning, LLM and NLP, platforms and frameworks, and the healthcare and fintech domains I've applied them in.
Programming & Data
PythonSQLRPySparkpandasNumPyData pipelinesAnalytical workflow automation
Statistics & Machine Learning
Statistical modelingExperimentationCausal inferenceForecastingClassificationRegressionXGBoostFeature engineeringCross-validationError analysisModel monitoring
LLM & NLP
RAGEmbeddingsPrompt engineeringSemantic & vector searchEvaluation datasetsRetrieval & answer-quality testingHallucination analysisSource attributionGuardrailsHuman-in-the-loop review
Platforms & Frameworks
scikit-learnPyTorchTensorFlowHugging FaceLangChainLlamaIndexOpenAI APIFAISSPineconeSnowflakeDatabricksdbtAirflowFastAPIStreamlitLookerTableau
Domain Expertise
Healthcare AIReal-world evidenceOncology analyticsPathology AIClinical NLPFintech riskFraud detectionProduct analytics