Yusuf Yilmaz GitHub avatar

Project Archive

Yusuf Yilmaz

Overview

Computer science and mathematics work across research computing, applied machine learning, and full-stack systems.

Public repositories and selected private work spanning ERCOT forecasting, Houston property value prediction, reinforcement learning, publishing systems, Java mod development, and research computing workflows.

Experience Context

Research Computing Support Technician

University of Houston, Sen Receptorology Lab

Dec 2023 - Sep 2025

Managed Linux/HPC research infrastructure across NAS/NFS-backed lab systems, user accounts, access controls, environment modules, RHEL/AlmaLinux workstations, GPU-accelerated scientific software, NVIDIA drivers, CUDA toolkits, and OpenCV automation for cryo-EM sample preparation robots.

STEM Intern, Instructor, and Facilitator

University of Houston, ITECH STEM & BioTECH Camps

Jun 2019 - Jul 2025

Supported computing, 3D printing, and biotechnology programs; led CAD, slicing, additive manufacturing, molecular docking, software troubleshooting, lab tooling, and curriculum iteration across multiple summer cohorts.

Project Case Notes

Reinforcement learning

Deep RL Lunar Lander
Mar 2026 - Apr 2026

Developed and compared REINFORCE, entropy-regularized Actor-Critic, DQN, and Actor-Critic-guided DQN agents for LunarLander-v2.

Built deterministic seeding, resumable checkpoints, and seed-sweep tooling for reproducible RL experimentation. Achieved up to 148 best 100-episode average reward with Actor-Critic and 254 with DQN across seed sweeps; strongest peak performance came from Actor-Critic-guided DQN.

ERCOT Load Forecasting project visual

Machine learning

ERCOT Load Forecasting
Dec 2025

Built a 24-hour-ahead forecasting pipeline using ERCOT load data and weather from 8 zone proxy locations.

LightGBM achieved R2 0.861, RMSE 3816, and MAPE 4.77% on the 2025 holdout year.

Houston Property Value Prediction project visual
Feb 2026

Compared Linear Regression, Random Forest, and LightGBM on Houston housing data.

The best model achieved R2 0.791 with RMSE 149,491 after trimming the top 1% of price and area outliers.

Full-stack AI product

fortune.tips
Nov 2025

Built and deployed a full-stack Next.js app integrating OpenAI-generated tarot readings, motion-triggered interactions, and Server Actions.

Server Actions support streamlined frontend-backend workflows.

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Commissioned web platform

outliers.social

Dec 2025 - Present

Developing a commissioned text-first publishing platform with role-based access, draft editing and publishing flows, tags, stars, and relational schema design.

Implemented core auth, user/profile, permission, and standalone publishing systems, with publication workflows and moderation/reporting still in progress.

Minecraft Mod Development project visual

Java game systems

Minecraft Mod Development
Jun 2021 - Oct 2023

Designed and released Minecraft mods with 366K+ combined downloads across Modrinth and CurseForge.

Built custom item, block, entity, and gameplay systems, including configuration-driven music behavior and event-driven gameplay hooks. Published and maintained multi-version releases across Fabric and Forge mod loaders, iterating on compatibility fixes and gameplay updates.