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Senior Software Engineer, (C+) AI Inference Optimization

Latitude AI

Latitude AI is an automated driving technology company developing a hands-free, eyes-off driver assist system for next-generation Ford vehicles at scale. We're driven by the opportunity to reimagine what it's like to drive and make travel safer, less stressful, and more enjoyable for everyone.When you join the Latitude team, you'll work alongside leading experts across machine learning and robotics, cloud platforms, mapping, sensors and compute systems, test operations, systems and safety engineering –all dedicated to making a real, positive impact on the driving experience for millions of people.As a Ford Motor Company subsidiary, we operate independently to develop automated driving technology at the speed of a technology startup. Latitude is headquartered in Pittsburgh with engineering centers in Dearborn, Mich., and Palo Alto, Calif.Meet the team:In the Performance team, we integrate and optimize software solutions from prototypes to the final product. Our main driver is to make the vehicle react as fast and deterministically as possible to its environment. We are involved in multiple cross-functional projects with stakeholders across the whole company: monitoring performance, optimizing foundation libraries, scheduling accelerators intelligently, and generally squeezing more out of the on-vehicle compute resources.As part of the Intelligent Systems organization, we are particularly interested in converting photons into a view of the world, primarily via computer vision and machine learning. But our scope is not limited to perception, and influences the whole autonomy stack. We take pride in having a direct impact on the product quality and viability.Come help us make the world safer, and driving more pleasant.What you'll do:Architect, design, and implement software solutions that scale from the lab to the customer, for one of the largest-scale robotics projects in history.Collaborate across teams on a diverse set of problems related to the performance of the onboard system.Develop efficient and reusable C++ libraries for latency-critical parts of the autonomy stack, balancing requirements with compute constraints.Develop infrastructure and tools which profile the runtime performance of our AI models.Design and evaluate workflows to optimize deep learning models, leveraging quantization, pruning, custom kernels, kernel fusion, knowledge distillation, …Drive projects end-to-end and deliver reliable software through continuous integration, automated testing and code reviews, while in a fast-paced, highly autonomous environment which requires a strong safety culture.What you'll need to succeed:Degree in Computer Science, ECE, Robotics, Mathematics, or related field.Bachelor's degree and 4+ years of relevant experience, Master's degree and 2+ years of relevant experience, or PhD.Expertise in modern C++17, data structure optimization and parallel programming.Fluency in Python.Strong experience with Unix and CPU/GPU heterogeneous computing in an AI context.Strong experience with AI deployment and inference optimization on an embedded platform.Experience with Nsight, VTune, flamegraphs or equivalent profiling ecosystems.Industry experience writing production-quality, performance-critical code, and maintaining large codebases.Strong analytical abilities to quickly grasp concepts and design solutions.Strong written and verbal communication skills, to collaborate with stakeholders of various backgrounds.Strong desire to learn and grow, with a curiosity for new domains and technologies and an R&D mindset.Nice to have:Master's or PhD degree in Robotics, ECE, Computer Science, or a related field.Proficiency in Python, PyTorch, numpy, pandas.Experience with deep learning quantization, pruning, custom kernels, kernel fusion, knowledge distillation, …Experience with implementing GPU/CUDA kernels for AI in a real-time system.Experience with implementing efficient geometry or linear algebra data structures and algorithms.Knowledge of perception or autonomous vehicle data flow and software stack.What we offer you:Competitive compensation packagesHigh-quality individual and family medical, dental, and vision insuranceHealth savings account with available employer matchEmployer-matched 401(k) retirement plan with immediate vestingEmployer-paid group term life insurance and the option to elect voluntary life insurancePaid parental leavePaid medical leaveUnlimited vacation15 paid holidaysComplimentary daily lunches, beverages, and snacksPre-tax spending accounts for healthcare and dependent care expensesPre-tax commuter benefitsMonthly wellness stipendAdoption/Surrogacy support programBackup child and elder care programProfessional development reimbursementEmployee assistance programDiscounted programs that include legal services, identity theft protection, pet insurance, and moreCompany and team bonding outlets: employee resource groups, quarterly team activity stipend, and wellness initiativesThe expected base salary range

Location: San Francisco, CA

Posted: Aug. 16, 2024, 3:01 p.m.

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