Mark Heilner
Data Engineer @ Point72
About
AI Engineer at Replay. I develop full-stack agentic AI solutions to create user-friendly products and optimize internal operations in a fast-paced startup. I regularly use the following tools: Python, TypeScript, AI frameworks like LangChain and Mastra, Vercel, Spark, AWS, LLMs, Linux/Unix, knowledge graphs, and Git, among others. My education is centered on data engineering, machine learning, and economics. I am a senior at BYU finishing a double major with a BS in Machine Learning and a BS in Economics. I spent the 2024 Summer as a Data Engineer Intern at Point72 working on data ingestion, architecture, and search-as-a-service solutions. Learning is my true passion and find great fulfillment in working with other people to find new solutions to challenging problems.
United States
New York
Higher Education
Next.js, MCP, MLOps, AI Agents, Langgraph, Large Language Models (LLM), Vercel, JavaScript, Databricks Products, Apache Airflow, Apache Spark, Leadership, Machine Learning, Natural Language Processing (NLP), Computer Science, SQL, Amazon Web Services (AWS), Domo, Data Analysis, Data Engineering
Experience

Machine Learning Research Assistant
Provo, Utah, United States
• Created code framework to analyze latent relationships in high dimensional datasets based on CrossCat Bayesian Method. Implemented Sankey Diagram, Heatmap, TSNE, and UMAP views of relationships. • Built a synthetic survey response generator with prompt engineering, OpenAI API and open source LLMs, and Dockerized GPU acceleration, generating thousands of survey responses for research comparison.

Software QA Engineer
Provo, Utah, United States
• Assisted in identifying and fixing dozens of high-priority errors in the Arcsight (security, threat detection, and analytics management) system software using Linux terminal and Java improving functionality for over 30 clients.

Technical Project Coordinator
Fountainhead Homes - Real Estate
Plano, Texas, United States
• Selected as project coordinator for oversight, training, and project management inputs • Translated communication and mediated issues between English/Spanish-speaking staff and subcontractors
Education

Machine Learning & Economics
Academic Scholarship Recipient 2020-2025 Though I attend BYU, my own personal views about inclusion, acceptance, and allyship differ from many who are associated with the university. I believe that all voices are needed.
Mark Heilner's Contact Information
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