Path Robotics
Machine Learning Engineer, Reinforcement Learning
Path Robotics, Columbus, Ohio, United States, 43224
Join to apply for the
Machine Learning Engineer, Reinforcement Learning
role at
Path Robotics Join to apply for the
Machine Learning Engineer, Reinforcement Learning
role at
Path Robotics Build the Path Forward
At Path Robotics, we’re attacking a trillion dollar opportunity - doing things that have never been done before to support an industry hurting from a lack of skilled labor. Big, hard problems are what Path tackles every day and our people are our greatest asset to get that job done. Our intelligent, hardworking team of people do the impossible every single day, yet remain incredibly kind, humble, and always ready to support one another. Build the Path Forward
At Path Robotics, we’re attacking a trillion dollar opportunity - doing things that have never been done before to support an industry hurting from a lack of skilled labor. Big, hard problems are what Path tackles every day and our people are our greatest asset to get that job done. Our intelligent, hardworking team of people do the impossible every single day, yet remain incredibly kind, humble, and always ready to support one another.
As a
Machine Learning Engineer focused on Reinforcement Learning , you will design, implement, and optimize RL algorithms that enable intelligent agents to operate in dynamic, unstructured environments. 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
Design, implement, and evaluate RL algorithms for robotic control, motion planning, and adaptive behaviors in dynamic, unstructured environments. Develop and integrate RL policies with robot control systems, ensuring compatibility with hardware constraints and real-time requirements. Collaborate with perception teams to fuse RL with vision, depth, and sensor data for robust decision-making. Build and maintain sim-to-real pipelines, including domain randomization and transfer learning techniques. Conduct experiments on physical robots, including designing safety protocols and monitoring for unexpected behaviors. Leverage simulation environments (Isaac Gym, Gazebo, MuJoCo, PyBullet) for large-scale training before real-world validation. Continuously improve model efficiency to operate within compute and latency constraints on embedded robotic systems.
Who You Are
Master’s or PhD in Computer Science, Robotics, Machine Learning, or related field, or equivalent practical experience. Strong knowledge of reinforcement learning algorithms and theory. Proficiency in Python and deep learning frameworks such as PyTorch or TensorFlow. Experience with simulation environments (e.g., MuJoCo, Isaac Gym). Solid understanding of probability, statistics, and optimization. Experience with training and deploying ML models in production systems.
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.
Why You'll Love It Here
Free lunch every day Flexible PTO Medical, Dental and Vision insurance with 100% coverage on monthly medical premiums for you and any dependents on select plans 6 weeks 100% paid parental leave plus an additional 6-8 weeks maternity leave for the birthing parent (12-14 weeks total) 401K through Empower Paid Referral Bonus
Seniority level
Seniority level Entry level Employment type
Employment type Full-time Job function
Job function Engineering and Information Technology Industries Automation Machinery Manufacturing Referrals increase your chances of interviewing at Path Robotics by 2x Sign in to set job alerts for “Machine Learning Engineer” roles.
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Machine Learning Engineer, Reinforcement Learning
role at
Path Robotics Join to apply for the
Machine Learning Engineer, Reinforcement Learning
role at
Path Robotics Build the Path Forward
At Path Robotics, we’re attacking a trillion dollar opportunity - doing things that have never been done before to support an industry hurting from a lack of skilled labor. Big, hard problems are what Path tackles every day and our people are our greatest asset to get that job done. Our intelligent, hardworking team of people do the impossible every single day, yet remain incredibly kind, humble, and always ready to support one another. Build the Path Forward
At Path Robotics, we’re attacking a trillion dollar opportunity - doing things that have never been done before to support an industry hurting from a lack of skilled labor. Big, hard problems are what Path tackles every day and our people are our greatest asset to get that job done. Our intelligent, hardworking team of people do the impossible every single day, yet remain incredibly kind, humble, and always ready to support one another.
As a
Machine Learning Engineer focused on Reinforcement Learning , you will design, implement, and optimize RL algorithms that enable intelligent agents to operate in dynamic, unstructured environments. 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
Design, implement, and evaluate RL algorithms for robotic control, motion planning, and adaptive behaviors in dynamic, unstructured environments. Develop and integrate RL policies with robot control systems, ensuring compatibility with hardware constraints and real-time requirements. Collaborate with perception teams to fuse RL with vision, depth, and sensor data for robust decision-making. Build and maintain sim-to-real pipelines, including domain randomization and transfer learning techniques. Conduct experiments on physical robots, including designing safety protocols and monitoring for unexpected behaviors. Leverage simulation environments (Isaac Gym, Gazebo, MuJoCo, PyBullet) for large-scale training before real-world validation. Continuously improve model efficiency to operate within compute and latency constraints on embedded robotic systems.
Who You Are
Master’s or PhD in Computer Science, Robotics, Machine Learning, or related field, or equivalent practical experience. Strong knowledge of reinforcement learning algorithms and theory. Proficiency in Python and deep learning frameworks such as PyTorch or TensorFlow. Experience with simulation environments (e.g., MuJoCo, Isaac Gym). Solid understanding of probability, statistics, and optimization. Experience with training and deploying ML models in production systems.
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.
Why You'll Love It Here
Free lunch every day Flexible PTO Medical, Dental and Vision insurance with 100% coverage on monthly medical premiums for you and any dependents on select plans 6 weeks 100% paid parental leave plus an additional 6-8 weeks maternity leave for the birthing parent (12-14 weeks total) 401K through Empower Paid Referral Bonus
Seniority level
Seniority level Entry level Employment type
Employment type Full-time Job function
Job function Engineering and Information Technology Industries Automation Machinery Manufacturing Referrals increase your chances of interviewing at Path Robotics by 2x Sign in to set job alerts for “Machine Learning Engineer” roles.
Columbus, OH $64,000.00-$70,000.00 1 week ago Machine Learning Engineer, Robot Learning
Columbus, OH $175,000.00-$210,000.00 2 weeks ago Dublin, OH $69,000.00-$117,000.00 2 weeks ago Columbus, OH $140,000.00-$200,000.00 1 week ago AI ML Engineer - Cybersecurity Applications
Columbus, OH $140,000.00-$200,000.00 1 week ago Columbus, OH $150,000.00-$175,000.00 6 months ago Senior Machine Learning Engineer, Neural Simulator
Columbus, OH $106,900.00-$178,100.00 1 day ago Columbus, OH $106,900.00-$178,100.00 1 month ago Columbus, OH $106,900.00-$178,100.00 5 days ago Columbus, OH $106,900.00-$178,100.00 5 days ago Columbus, OH $56,000.00-$58,000.00 2 weeks ago Python and Kubernetes Software Engineer - Data, AI/ML & Analytics
Software Engineer (Automated Program Analysis)
Columbus, OH $155,000.00-$175,000.00 7 months ago Columbus, OH $106,900.00-$178,100.00 2 months ago Columbus, OH $130,000.00-$220,000.00 5 days ago Columbus, OH $56,000.00-$58,000.00 3 weeks ago Python and Kubernetes Software Engineer - Data, Workflows, AI/ML & Analytics
We’re unlocking community knowledge in a new way. Experts add insights directly into each article, started with the help of AI.
#J-18808-Ljbffr