Solutions using Mathematical Modeling, Bayesian Modeling and Machine Learning

Rapid prototyping is one of my core strengths. I build proof-of-concepts that validate technical feasibility and business value — from LLM-powered applications and predictive analytics to custom ML systems. Working with startups and enterprises, I deliver demonstrable results quickly so you can test, iterate, and decide whether to scale. Solutions are tailored to your specific challenges. I'm also open to equity-based arrangements for early-stage projects.

Measure the true impact of your marketing channels and optimize spend. I build statistical attribution models that reveal which touchpoints actually drive conversions — whether it's TV ads influencing online sales, social media campaigns, or long-term brand building. This includes marketing mix modeling to allocate budgets across channels and long-term impact analysis that goes beyond last-click attribution.

Predict which customers are at risk of leaving and understand why. I build Bayesian predictive models that identify churn signals early, quantify risk levels, and surface the key factors driving customer retention — so you can take targeted action before it's too late.

Build AI systems that understand and generate human language. I develop NLP solutions using modern approaches including Large Language Models (LLMs), Transformer architectures, and custom neural networks. Applications include conversational AI and chatbots for customer service, natural language interfaces to databases and systems, automated document analysis and information extraction, and sentiment analysis for brand monitoring and customer insights.

Assisting in building new AI/ML and data science teams, often times from scratch:

• creating job descriptions,
• designing candidate selection processes,
• interviewing pre-filtered candidates

Level up your AI/ML and data science teams through hands-on training, workshops, and one-on-one mentoring. I help teams master new ML techniques, plan and execute projects effectively, and improve cross-functional collaboration. Whether it's upskilling on cutting-edge methods, running workshops on specific ML topics, or providing ongoing mentorship to guide teams through complex projects and stakeholder communication — I tailor the approach to your team's needs.

Comprehensive technical assessment of AI capabilities for buy-side or vendor due diligence. Through structured workshops, I screen and evaluate internally developed AI technology, assessing technical quality, identifying risks, and providing actionable recommendations for improvement. Services also include AI resistance due diligence to assess whether a company's technology (not necessarily AI) will remain defensible against future AI developments.

The services above represent common areas I work in, but I'm always open to discussing other AI/ML challenges. Whether it's a unique use case, a specific technical problem, or an innovative application you're exploring — let's talk. I bring a flexible approach and deep expertise across machine learning, statistical and Bayesian modeling, and AI systems to help solve your specific needs.