ML Engineer Jobs in Columbus, OH
ML Engineer jobs in Columbus are concentrated in the Short North tech corridor, the Arena District, and the Easton area, with strong demand from fintech, healthcare IT, and enterprise software employers. Path Robotics, JPMorganChase, and Xenon7 are among those actively hiring right now. See the openings below and apply to the ones that match your experience.
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Build the Path Forward
At Path Robotics, we're building the future of embodied intelligence. Our AI-driven systems enable robots to adapt, learn, and perform in the real world closing the skilled labor gap and transforming industries. We go beyond traditional methods, combining perception, reasoning, and control to deliver field-ready AI that is risk-aware, reliable, and continuously improving through real-world use.
Big, hard problems are our everyday work, and our team of intelligent, humble, and driven people make the impossible possible together.
We're seeking passionate ML Engineers to join our team at the intersection of welding science and artificial intelligence. We currently have experienced (L3/L4), senior (L5) and staff (L6) level openings within and you'll be instrumental in developing robotic welding solutions. You'll use your skills in computer vision, deep learning, and Python programming to tackle challenges in our field alongside our talented teams.
What You'll Do
Experienced:
- Implement, validate, and iterate on machine learning algorithms for weld perception tasks, including point cloud registration, seam detection, and joint geometry estimation, progressively expanding coverage across joint types and part geometries.
- Build and maintain data pipelines for training and evaluating perception models, spanning annotated 3D scan data ingestion, synthetic data generation, and structured dataset management for iterative model improvement.
- Run rigorous model evaluation experiments, including failure mode analysis, FP/FN rate characterization, and benchmarking against quantitative registration accuracy thresholds, and communicate findings clearly to guide next steps.
- Integrate trained models into production ROS-based robotics services, ensuring low-latency inference and compatibility with deployed cell configurations.
- Write clean, well-tested Python code; participate actively in code and experiment reviews; and maintain clear documentation of methods, parameters, and results.
Senior/Staff:
- Lead research, development, and production deployment of advanced perception algorithms spanning point cloud registration, seam detection, and real-time in-process tracking across structured light, RGB, and stereo sensors.
- Design and lead experiments evaluating state-of-the-art deep learning models, including transformer-based and geometric feature learning architectures
- Design and lead real-time perception systems such as during-weld seam tracking, applying sensor fusion with probabilistic state estimation (e.g., Kalman filtering) to achieve robust weld performance.
- Define and own the end-to-end ML lifecycle, from dataset design and annotation strategy through training, benchmarking, and fleet deployment, with clear go/no-go evaluation frameworks.
- Architect distributed training and hyperparameter optimization workflows; drive strategy for data acquisition, annotation tooling, and synthetic vs. real scan data usage.
- Mentor engineers across levels, providing technical leadership on perception systems and ML methodology.
Who You Are
- Master's or Ph.D. in CS, Robotics, or related field (Computer Vision, ML, or Perception); Bachelor's with strong production ML experience also considered.
- 3+ years (Experienced) / 7+ years (Senior/Staff) in real-world robotics or industrial ML.
- Strong Python fluency and hands-on PyTorch experience, including training, evaluating, and deploying deep learning models in production.
- Experience with 3D point cloud data and libraries such as Open3D, including geometric concepts like surface segmentation, spatial queries, and point-wise labeling.
- Familiarity with 3D deep learning architectures such as PointNet++, GeoTransformer, or similar transformer-based or graph-based approaches on geometric data.
- Comfortable integrating ML models into production robotics services within ROS-based architectures and containerized deployment environments.
- Senior/Staff: Demonstrated track record leading end-to-end ML projects from dataset design through fleet deployment with rigorous go/no-go frameworks; experience architecting distributed training and hyperparameter optimization workflows
Why You'll Love Working Here
- Daily free lunch to keep you fueled and connected with the team
- Flexible PTO so you can take the time you need, when you need it
- Comprehensive medical, dental, and vision coverage
- 6 weeks fully paid parental leave, plus an additional 6–8 weeks for birthing parents (12–14 weeks total)
- 401(k) retirement plan through Empower
- Generous employee referral bonuses—help us grow our team!
Who We Are
At Path Robotics we love coming to work to solve interesting and tough challenges but also because our ideas are welcomed and valued. We encourage unique thinking and are dedicated to creating a diverse and inclusive environment. All qualified applicants will receive consideration for employment without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, disability, age, or veteran status.
If you require a reasonable accommodation to participate in the application process or any part of the hiring process, please contact HR@path-robotics.com. We are committed to providing equal access and will work with qualified individuals to ensure a fair and accessible hiring experience. We will respond to your request within 48 hours.
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Find ML Engineer JobsML Engineer Job Market in Columbus
Who's Hiring
- Path Robotics12

- JPMorganChase5

- Xenon72X
- Battelle2

Top Industries Hiring
- Biotechnology & Pharmaceuticals
- Fintech
- Banking & Financial Services
- Investment & Asset Management
ML Engineer Jobs in Columbus: Frequently Asked Questions
How do I get a ml engineer job in Columbus?
The strongest path into Columbus ml engineer roles runs through the city's fintech, healthcare IT, and insurance technology sectors, which cluster downtown and around Polaris. Candidates who can demonstrate production ML experience, particularly with Python, PyTorch, or MLOps tooling, stand out here. Engaging with Columbus tech meetups and targeting mid-size companies scaling their data teams gives you an edge over purely remote-focused applicants.
Which companies hire ml engineers in Columbus?
Columbus ml engineer roles are posted by Path Robotics, JPMorganChase, and Xenon7 and others right now, based on current listings on Migrate Mate as of November 2026. The local market mixes large financial services and healthcare organizations with a growing set of venture-backed tech startups, many headquartered in the Short North and Arena District neighborhoods.
Are there remote ml engineer jobs in Columbus?
Yes, though availability depends on the role: model development and research positions tend to be remote-friendly, while embedded or MLOps roles tied to on-site infrastructure are typically in-person. About 88% of ml engineer openings tied to Columbus are remote or hybrid as of November 2026, reflecting broader flexibility in analytical and research-oriented work. Columbus-based fintech and insurance employers in particular have expanded hybrid arrangements for senior ML practitioners.
How can I get a ml engineer job in Columbus with little or no experience?
The most realistic entry point in Columbus is landing a data analyst or junior data scientist role at one of the city's large financial services or healthcare employers, then moving into ML engineering as you build model-deployment experience. Columbus-area companies like regional insurers and health systems regularly hire junior analysts willing to grow toward ML work. A strong portfolio of end-to-end projects, including data cleaning through model deployment, matters more to local hiring managers than credentials alone.
Which industries hire the most ml engineers in Columbus?
The sectors hiring the most ml engineers in Columbus are Biotechnology & Pharmaceuticals, Fintech, and Banking & Financial Services, based on current listings on Migrate Mate as of November 2026. Columbus's position as a hub for insurance, banking, and large health system networks means these industries consistently drive local ML demand, particularly for models supporting risk, fraud detection, and clinical operations.
See All 24 ML Engineer Jobs in Columbus
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Find ML Engineer Jobs