Ilya Marchenko Email & Phone Number

• Developed LLM-based agentic tool for parsing, abstracting commercial lease agreements with RAG.• Automated site selection workflow for real estate consulting client, providing faster, more cost-effective data enrichment and analysis for use in site selection. Reduced analysis costs for the client by more than 20%.• Created nationwide brand suitability dataset for over 2000 retail chains, restaurants, and automotive dealerships to provide business intelligence for multi-family real… Show more • Developed LLM-based agentic tool for parsing, abstracting commercial lease agreements with RAG.• Automated site selection workflow for real estate consulting client, providing faster, more cost-effective data enrichment and analysis for use in site selection. Reduced analysis costs for the client by more than 20%.• Created nationwide brand suitability dataset for over 2000 retail chains, restaurants, and automotive dealerships to provide business intelligence for multi-family real estate investors and aid in site selection for retail brands using Apache Sedona and Overture Maps data.• Automated data cleaing/validation for working with open-source point of interest data using an LLM-based agent.• Developed method to estimate street parking congestion using computer vision/image segmentation models implemented in PyTorch and TensorFlow.• Created and published promotional notebooks in partnership with Wherobots to display Apache Sedona and Wherobots capabilities, attract potential customers for both Wherobots and YuzuData. Show less

Conducted research in geometric analysis, partial differential equations, presented work at 87th Midwest PDE Seminar in May 2023.Invited guest researcher to Hausdorff Institute for Mathematics in Bonn, Germany for January-February2022 (part of thematic research program in PDE, geometry).Taught undergraduate mathematics courses for engineering and natural sciences students.Organized after school math program for high school students with Riverbend Math Circle to… Show more Conducted research in geometric analysis, partial differential equations, presented work at 87th Midwest PDE Seminar in May 2023.Invited guest researcher to Hausdorff Institute for Mathematics in Bonn, Germany for January-February2022 (part of thematic research program in PDE, geometry).Taught undergraduate mathematics courses for engineering and natural sciences students.Organized after school math program for high school students with Riverbend Math Circle to developinterest in mathematics and problem-solving skills. Show less

Conducted and oversaw research, produced reports on value drivers for industrial outdoor storage (IOS) sites to inform investment decisions.Implemented automated classifier of IOS from data on industrial real estate sites across the US.Created tools to provide investments team with business intelligence, facilitate generating comparables, visualize information about IOS sites.Oversaw projects by the data science team members (5 person team), hired new members to build a… Show more Conducted and oversaw research, produced reports on value drivers for industrial outdoor storage (IOS) sites to inform investment decisions.Implemented automated classifier of IOS from data on industrial real estate sites across the US.Created tools to provide investments team with business intelligence, facilitate generating comparables, visualize information about IOS sites.Oversaw projects by the data science team members (5 person team), hired new members to build a diverse team with varied skill-sets. Show less

Worked on a research project in convex geometry related to Dürer's conjecture, presented findings at the Young Mathematicians Conferece at Ohio State in 2019.

Implemented a system to collect data on cryptocurrency prices/transactions from exchanges using Python.

Austin, Texas Area

Houston, Texas Area

Doctor Of Philosophy - Phd, Mathematics

Bachelor’S Degree, Mathematics