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Robotics Manipulation information

What is robotics manipulation?

Robotics manipulation refers to the ability of robots to interact with and physically manipulate objects in their environment. This field involves designing robotic systems that can grasp, move, and control a variety of items using sensors, actuators, and advanced algorithms. Robotics manipulation is used in industries such as manufacturing, healthcare, and logistics, where robots handle tasks that require precision and adaptability. Researchers in this area focus on improving robot dexterity, perception, and autonomy to enable more complex and delicate operations.

What is the difference between Robotics Manipulation vs Robotics Software Engineer?

AspectRobotics ManipulationRobotics Software Engineer
Required CredentialsEngineering degree, robotics certificationsComputer science or software engineering degree
Work EnvironmentHands-on with robotic hardware, labs, manufacturingSoftware development, simulation, coding
Industry UsageManufacturing, automation, researchSoftware development for robotic systems
Common Search IntentRobotics manipulation skills, hardware focusRobotics programming, software tools

Robotics Manipulation involves working directly with robotic hardware to develop and improve physical interaction capabilities, often in manufacturing or research settings. Robotics Software Engineers focus on developing the software that controls robotic systems, including algorithms and simulations. While both roles require technical skills, Robotics Manipulation emphasizes hands-on hardware work, whereas Robotics Software Engineering centers on coding and software development for robotics applications.

What are the key skills and qualifications needed to thrive as a Robotics Manipulation Engineer, and why are they important?

To thrive as a Robotics Manipulation Engineer, you need expertise in robotics, mechanical engineering, and computer science, often supported by a relevant degree and experience in automation or robotics. Proficiency with programming languages like Python or C++, robotic operating systems (ROS), and simulation tools is typically required. Strong problem-solving, teamwork, and communication skills help you design, test, and refine complex robotic systems effectively. These skills are crucial for developing reliable, intelligent robots that can safely and efficiently interact with their environment.

What are some typical challenges faced by professionals working in robotics manipulation, and how can they be addressed?

Professionals in robotics manipulation often encounter challenges such as integrating complex hardware and software systems, handling uncertainty in object recognition and grasping, and ensuring robust performance in unstructured environments. Collaboration with multidisciplinary teams—including mechanical engineers, software developers, and AI specialists—is key to overcoming these challenges. Staying up to date with the latest research, leveraging simulation tools, and iterative prototyping can also help address common obstacles and drive innovation in this rapidly evolving field.
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What job categories do people searching Robotics Manipulation jobs in Ohio look for? The top searched job categories for Robotics Manipulation jobs in Ohio are:
What cities in Ohio are hiring for Robotics Manipulation jobs? Cities in Ohio with the most Robotics Manipulation job openings:
Robotics Manipulation jobs near you
Machine Learning Engineer, Robot Learning

Machine Learning Engineer, Robot Learning

Path Robotics

Columbus, OH • On-site

Full-time

Medical, Dental, Vision, Retirement, PTO

Posted 26 days ago

Job description

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 are seeking a skilled and motivated Machine Learning Engineer with expertise in modern robotics and manipulation to join our Robot Learning team to build agentic AI systems for industrial applications. The ideal candidate will have experience in robotics, with a focus on developing and implementing advanced manipulation techniques, motion control systems, and planning algorithms for autonomous robots. This role involves working closely with cross-functional teams to design, test, and deploy innovative solutions that improve the performance and capabilities of our robotic systems.
What You'll Do
  • Work on the development and deployment of behavioral cloning (BC), reinforcement learning (RL), and diffusion models to solve complex robotic tasks.
  • Leverage multi-modal data, including image-based data, force, and torque to enhance robotic manipulation and control.
  • Design and implement vision-language-action (VLA) models for more intelligent and responsive robotic systems.
  • Craft strategies for the entire solution's lifecycle, including data collection, fleet learning, and continuous learning.
  • Develop, optimize, and deploy learning-based methods for robot control and object manipulation algorithms on a fleet of industrial robotic cells.
  • Collaborate with hardware and software teams to integrate manipulation, control, and planning algorithms into robotic platforms.
  • Stay updated with the latest advancements in robotics, control theory, and planning algorithms.
Who You Are
  • Ph.D. or Master's degree in Robotics, Mechanical Engineering, Electrical Engineering, Computer Science, or a related field.
  • Proven track record in publishing at top conferences (e.g., NeurIPS, ICLR, ICML, CoRL, RLC).
  • Experience with robotic simulation tools (e.g., Isaac Sim, MuJoCo).
  • Experience with machine learning techniques applied to robot manipulation.
  • Experience building models from scratch and deploying them in real-world applications.
  • Experience with pose estimation, segmentation, active perception, and affordance-based bin picking.
  • Strong programming skills in languages such as C++ or Python.
  • Experience with robotic simulation tools (e.g., Isaac Sim, MuJoCo).
  • Proven track record of deploying scalable solutions for autonomous robotic systems.
  • Strong communication skills, with the ability to convey complex technical concepts to a diverse audience.
Why You'll Love It 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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