Looking for a job

Avi Surit

@avisurit

Message

I build validated AI, LLM, and statistical data products from real-world data.

United States

Message

What I'm looking for

I'm looking to build validated, deployable AI and data products, especially involving LLM systems, RAG, NLP, and rigorous statistical modeling.

I build applied AI and statistical data products, from LLM and RAG applications to rigorous model validation. My work combines statistical modeling with NLP, deep learning, computer vision, and deployable interactive systems.

For the Israel Nature & Parks Authority, I built an end-to-end Hebrew NLP system over 30K+ visitor reviews, achieving F1 = 0.91 for sentiment analysis and surfacing recurring operational issues. I later extended the workflow into an English-language Applied AI application using PydanticAI and an interactive user-input pipeline.

At Hadassah Hospital Heart Institute, I analyzed clinical and cardiac MRI data for 4,255 LVH patients, identifying four phenotypes and evaluating outcomes with Kaplan-Meier and Cox survival analysis. I also build portfolio applications with PyTorch, Hugging Face, Docker, AWS, vector search, AI agents, and structured outputs.

Experience

Work history, roles, and key accomplishments

Current

Applied AI & Statistical Consulting

Current

Applied AI & Statistical Consulting

Jan 2025 - Present (1 year 9 months)

Built end-to-end portfolio applications spanning LLM engineering, RAG, AI agents, vector search, structured outputs, and model validation, alongside project-based statistical consulting.

PyTorch Hugging Face PydanticAI Docker AWS LLM Engineering RAG AI Agents Vector Search Model Validation

Teaching Assistant

Hebrew University

Jan 2022 - Dec 2025 (3 years 11 months)

Recognized among the top 10% of teaching assistants for excellence in teaching for two consecutive years. Delivered structured exam-preparation courses in mathematics and statistics for full classes across the Statistics, Economics and Business Management departments.

Teaching Mathematics Statistics Exam Preparation

Independent Data Science Consultant

Israel Nature & Parks Authority

Jan 2023 - Dec 2023 (11 months)

Delivered an applied data science project for the Authority, building an end-to-end Hebrew NLP system over 30K+ visitor reviews; achieved F1 = 0.91 for sentiment analysis and surfaced recurring operational issues.

NLP Sentiment Analysis PydanticAI Data Science Python

Data Science Research Collaboration

Hadassah Hospital Heart Institute

Jan 2022 - Dec 2023 (1 year 11 months)

Analyzed clinical and cardiac MRI data for 4,255 LVH patients in collaboration with hospital cardiologists, identifying four phenotypes and evaluating outcomes using Kaplan-Meier and Cox survival analysis.

Clinical Data Analysis Cardiac Imaging Survival Analysis Unsupervised Learning Dimensionality Reduction Hierarchical clustering PyTorch Convolutional Autoencoders