Senior Machine Learning (Simulation) Engineer

Req ID [[25663]] [[Hyderabad]], India

At ZF Tech Center, India :

• We curiously investigate everything and provide opportunity to solve problems analytically, creatively and collaboratively
• We believe in learn by doing and provide a space for an entrepreneurial mindset that’s driven by hands-on experimentation
• We embrace resilience by seeing every challenge as a learning opportunity and invitation to grow
• We are driven by passion for product excellence for building great products with distinct customer value and apply continuous improvement and innovation

Your Responsibilities as Machine Learning (Simulation) Engineer :

• Maintaining a strong relationship with other teams to integrate new algorithms and models as they become available
• Developing and maintaining appropriate software interfaces and improving runtime performance of our simulation environment in support of Reinforcement Learning and other types of ML use cases
• Integrating existing, and possibly also build new, data-driven models for the simulation of realistic agent behaviors and sensor outputs, as well as synthetic scenario generation
• Improving performance and maintaining data ingestion pipelines for playback- based simulation workflows
• Expectations also include hands-on experience with data logs from real-world experiments, identification of sim-to-real gaps that might impact our ML models, and implementation of appropriate fixes and mitigations

Qualifications

• Strong proficiency in C++, Python, MATLAB (compulsory) and best practices in object-oriented design. Familiarity with PyTorch, OpenAI Gym, and RLlib toolkits
• Expertise in statistical modeling, parameter optimization, and system identification techniques
• Experience benchmarking and debugging complex software systems
• Ability to work synergically and cross-functionally in large-scale software development projects
• At ease with Git, Docker, and UNIX-based software development

Education & Experience :

• MSc/MEng or PhD in computer science, mathematics, physics, electrical engineering, machine learning or related fields; or equivalent research experience

Be part of our ZF team as [[Senior Machine Learning (Simulation) Engineer]] and apply now!

Contact

[[Sriram Adluri]]