About Me
The story behind the engineer — from Bangladesh to Germany, building intelligent systems along the way.
My Journey
I grew up in Bangladesh with a deep curiosity for how things work. That curiosity led me to pursue Computer Engineering in India on a competitive ICCR scholarship, where I built my foundation in algorithms, systems design, and software development.
After gaining real-world experience as a software engineer at DataSoft Systems — working on IoT monitoring platforms, connected vehicle solutions, and smart traffic systems — I moved to Germany to pursue my M.Sc. in Data Science at FAU Erlangen-Nürnberg.
It was during my master's that I discovered my passion for Reinforcement Learning. My thesis work at Schaeffler Technologies, where I designed RL controllers for industrial HVAC-R systems and achieved measurable energy efficiency gains, solidified my direction: I want to build intelligent systems that make real-world impact.
Today, I'm focused on bridging the gap between research-grade RL algorithms and production-ready ML systems. Outside of work, I build side projects like AutoFlow (an AI agent platform for e-commerce) and AuroraWatch Pro (a real-time aurora forecast app).
Research & Thesis
Comparative Analysis of Reinforcement Learning-Based Adaptive Control for HVAC-R Systems
Investigated how model-free RL algorithms can replace traditional PID controllers in industrial Vapor-Compression Cycle (VCC) systems. Benchmarked Actor-Critic, SAC, and TD3 agents in a custom simulation environment.
Key Achievements
What I'm Looking For
I'm actively seeking opportunities as a Machine Learning Engineer, Data Scientist, AI Engineer, or RL Engineer — roles where I can apply my expertise in building, training, and deploying intelligent systems at scale.
Whether it's developing production ML pipelines, designing RL-based control systems, building data-driven products, or deploying deep learning models — I'm excited by work that turns research into real-world impact. I thrive in teams that value clean engineering, rigorous experimentation, and shipping reliable solutions.
Honors & Awards
ICCR Scholarship
Awarded the prestigious ICCR Scholarship by the Indian Council for Cultural Relations, a highly competitive grant for pursuing a Bachelor of Engineering based on outstanding academic merit.
Let's Work Together
I'm currently looking for opportunities in Reinforcement Learning and Production ML Engineering. Let's connect!