Available for new projects · 2026

Hello, I'm Dr. Emre ARI

Engineering intelligent systems with purpose & precision.

I'm a machine learning engineer, software developer, and robotics researcher based in Türkiye. For the past fifteen years, I've helped research labs and startups turn ambitious ideas into working systems from learning algorithms to physical prototypes.

15+
Years of Experience
40+
Systems Shipped
10+
Doctoral/Specialty Research Project
14+ completed projects
40+ shipped systems
What I Do Best

A multidisciplinary toolkit for intelligent systems

From the first dataset to the final fabricated part, I work across the full stack of modern engineering — bridging machine learning, software, and robotics into systems that actually work in the real world.

AI Model Development

End-to-end machine learning — from raw, messy data to deployed models that hold up under real production loads. I focus on systems that are interpretable, efficient, and genuinely useful.

Core stack
  • Data Mining / Cleaning
  • Traditional ML
  • Model Development
  • Model Optimization
  • Model Deployment

Software Development

Hand-crafted, scalable codebases that age well. Whether it's a research prototype or a production service, I write software that's readable on Monday and maintainable a year later.

Core stack
  • Scalable & Efficient Development
  • Modern Frameworks
  • Web Development
  • Cross-Platform Development

Robotics Systems

Closing the loop between perception, planning, and control. I build robotic systems that move with intent — from low-level dynamics to high-level autonomy.

Core stack
  • System Dynamics
  • Motion Planning
  • Control Systems
  • Design & Production

Product Development

From CAD model to physical part. I take ideas through 3D design, simulation, and additive manufacturing — so the things I prototype actually exist in the room with you.

Core stack
  • 3D Rendering
  • 3D Simulation
  • Additive Manufacturing
  • Computer Aided Engineering

Research & Prototyping

Turning open questions into demonstrable results. I read the papers, run the experiments, write the report, and build the prototype that proves whether the idea is actually worth pursuing.

Core stack
  • Literature Review
  • Benchmarking
  • Technical Writing
  • Open-Source Tooling

MLOps & Deployment

Models are only useful if they survive contact with production. I set up pipelines, monitoring, and the boring infrastructure that keeps trained models running, observable, and continuously improving.

Core stack
  • Model Monitoring
  • Experiment Tracking
  • Edge Deployment
  • GPU Optimization
Recent Works

A glimpse into what I've been building lately

A small selection of recent projects across machine learning, robotics, and software engineering — each one taught me something new about working systems.

Machine Learning

Aegis — Defect Detection for Smart Manufacturing

A deep learning pipeline that classifies surface defects on automotive parts in under 40ms per frame. Deployed on edge GPUs across three production lines, cutting manual inspection time by 72%.

Read the case study
Robotics

Helios — 6-DOF Pick-and-Place Controller

A reinforcement learning policy for a collaborative robot arm, trained in simulation and transferred to hardware. Achieves 94% grasp success across 30+ unseen object geometries.

View project
Product Development

Lightweight Drone Frame — FEA Optimization

A carbon-composite quadcopter frame designed from scratch in CAD, validated through finite element analysis, and produced via SLS printing. 31% lighter than the baseline at equal stiffness.

Visit project
Software Engineering

Kepler — Open-Source Trajectory Planner

A modular C++ motion planning library for mobile robots, with Python bindings and full ROS 2 integration. Now used by three research groups and listed in 12 published papers.

See the repo
Services

How we can work together

Four ways to collaborate, depending on where you are in your engineering journey. Every engagement starts with a free 30-minute call — no pressure, no sales pitch.

— 01 —

ML Model Development

For teams looking to apply machine learning to a real-world problem — from feasibility study to a trained, evaluated, production-ready model.

  • Problem framing & dataset audit
  • Model architecture & training
  • Evaluation, ablation & benchmarks
  • Inference optimization & deployment
From €6,800
· 4–8 weeks
— 02 —

Software Engineering

Scalable backends, internal tools, scientific software, and APIs. Hand-written in Python or C++, depending on whether you need clarity or performance — or both.

  • Architecture review & planning
  • Backend & API development
  • Cross-platform desktop/web tools
  • Testing, CI/CD & documentation
From €7,200
· 6–10 weeks
— 03 —

Robotics R&D

Perception, planning, and control for mobile robots and manipulators. Long-term partnerships where I embed with your team and ship alongside engineering.

  • System dynamics & modeling
  • ROS 2 stack development
  • Sim-to-real reinforcement learning
  • Hardware integration & testing
From €6,400/mo
· Retainer
— 04 —

Prototyping & Consulting

A focused engagement to de-risk an idea before you commit. Useful for grant applications, technical due diligence, or right before a major build.

  • Literature review & feasibility report
  • 3D design, FEA & rapid prototyping
  • Proof-of-concept implementation
  • 90-minute strategy session
€2,400
· 1–2 weeks
Selected Projects

A few more things worth showing

Research projects, client engagements, and the occasional weekend experiment that turned into a real published paper.

2025·Time-Series Forecasting

Atlas Energy Demand Predictor

Energy Sector · Ankara

2025·Computer Vision

Pulse Perception Stack

Autonomous Vehicles · Munich

2024·Legged Locomotion

Mira Quadruped Gait Policy

Research · ETH Collaboration

2024·MLOps Platform

Orion Model Monitoring

FinTech · Amsterdam

2024·Mechanical Design

Bionic Prosthetic Socket

MedTech · Istanbul

2023·Published Research

Sample-Efficient RL for Manipulation

IEEE ICRA · Co-authored

Emre is the rare engineer who can move from a research paper to a deployed system without losing rigour on either end. He doesn't just hand off models — he integrates with the team, asks the sharp questions, and somehow keeps the whole process calm. Our robotics stack is genuinely better because of him.
LK
Dr. Lena Köhler
Head of Robotics, Pulse Autonomy
Get in Touch

Have a project or research idea? Let's build something real.

I take on a small handful of engagements each quarter so I can give every one of them real attention. If you're thinking about an ML system, a robotics prototype, or a piece of software that has to actually work — drop me a note. I usually reply within a day.

  • Emailinfo@emreari.com
  • StudioDicle Teknokent · TR
  • AvailabilityBooking from Q3 2026