MULTI-AGENT RL · 2026
MARL Tag
Pursuit-evasion, trained through self-play.
A PyTorch system pairing PPO with GAE, CUDA acceleration, and eight parallel training environments across 30M timesteps.
AI / ML · CLOUD · SECURITY
Hi, I’m Aryan — an Information Technology student working at the intersection of AI, machine learning, cloud, and security.
See selected work ↓01 / SELECTED WORK
MULTI-AGENT RL · 2026
Pursuit-evasion, trained through self-play.
A PyTorch system pairing PPO with GAE, CUDA acceleration, and eight parallel training environments across 30M timesteps.
MULTI-AGENT SYSTEMS · 2025
Vehicle optimization with two minds at work.
A taxi simulation that combines A* pathfinding with MADDPG reinforcement learning to coordinate a busy fleet.
MACHINE LEARNING · 2024
Student performance prediction, made useful.
An end-to-end Random Forest classifier with careful preprocessing and GridSearchCV parameter optimization.
AUTOMATION · 2021
A creative workflow with a faster heartbeat.
An automated Reddit-to-video workflow built with Python, API integration, and MoviePy.
I like problems where learning, movement, and decisions meet.
02 / THE JOURNEY
AI & Security Research Intern
Used Stable Diffusion and ControlNet to produce blended error-correction QR codes for cybersecurity applications. Also researched signed, distance-based dual-value QR payloads for tiered access, authentication, and defensive threat modeling.
AI & Cloud Intern
Cleaned and prepared large datasets, then developed an ARIMA time-series forecasting model and deployed it to IBM Cloud.
EDUCATION
2022 — 2026
B.Tech, Information Technology
2019 — 2022
Science Stream
03 / THE TOOLBOX
CURRENTLY EXPLORING
PyTorch, scikit-learn, Keras, NumPy, Pandas, Matplotlib, Pygame, Pymunk — with a focus on reinforcement learning, computer vision, forecasting, and GPU-accelerated training.
04 / BEYOND THE BUILD
Head of Projects & Research Team
Built a 15+ student project team by interviewing 40+ applicants, then mentored it to a 90% project completion rate.
Research Team
Contributed to cybersecurity research initiatives and technical projects while learning emerging security tools.
Team direction
Guided project development, coordination, and presentations to expert judging panels under competitive pressure.
05 / GET IN TOUCH