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Senior Behavior Prediction Engineer

gatikaiinc · Santa Clara, CA · Santa Clara, California, United States
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<h3><span style="font-family: 'times new roman', times, serif;">Who we are</span></h3> <p><span style="font-family: 'times new roman', times, serif;">Gatik, the leader in autonomous middle-mile logistics, is revolutionizing the B2B supply chain with its autonomous transportation-as-a-service (ATaaS) solution and prioritizing safe, consistent deliveries while streamlining freight movement by reducing congestion. The company focuses on short-haul, B2B logistics for Fortune 500 retailers and in 2021 launched the world’s first fully driverless commercial transportation service with Walmart. Gatik's Class 3-7 autonomous trucks are commercially deployed across major markets, including Texas, Arkansas, and Ontario, Canada, driving innovation in freight transportation. </span></p> <p><span style="font-family: 'times new roman', times, serif;">The company's proprietary Level 4 autonomous technology, Gatik Carrier™, is custom-built to transport freight safely and efficiently between pick-up and drop-off locations on the middle mile. With robust capabilities in both highway and urban environments, Gatik Carrier™ serves as an all-encompassing solution that integrates advanced software and hardware powering the fleet, facilitating effortless integration into customers' logistics operations. </span></p> <h3><span style="font-family: 'times new roman', times, serif;">About the role</span></h3> <p><span style="font-family: 'times new roman', times, serif;">We are looking for talented ML engineers with expertise in classical and modern machine learning techniques for behavior prediction to own and actively contribute to the architecture, design, implementation, and delivery of a multi-modal prediction system. The ideal candidate will be a ML expert who has overseen a process from the R&D phase through product shipment and developing real-world solutions. </span></p> <p><span style="font-family: 'times new roman', times, serif;">This role will be onsite 5 days a week at our Santa Clara, CA office.</span></p> <h3 class="section page-centered"><span style="font-family: 'times new roman', times, serif;">What you'll do</span></h3> <ul> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Develop key modules of the behavior prediction system, focusing on accurately predicting the movements and actions of surrounding objects to enhance the decision-making capabilities of our autonomous vehicles.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Create and maintain robust software infrastructure that enables the use of large-scale image and LiDAR data for learning algorithms, ensuring seamless integration and high performance.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Design and write highly optimized pipelines for data pre-processing, model training, data post-processing, and inference, ensuring efficiency and scalability.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Train advanced behavior prediction models, including LSTM, Transformer, and other relevant machine learning models. Evaluate their performance rigorously, identify and fix performance bottlenecks to achieve state-of-the-art results.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Create scalable training and evaluation tools and infrastructure to support continuous improvement and rapid iteration of behavior prediction models.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Work closely with other engineers to integrate behavior prediction systems into the broader autonomous driving stack and conduct comprehensive system tests to ensure reliability and safety.</span></li> </ul> <h3 class="section page-centered"><span style="font-family: 'times new roman', times, serif;">What we're looking for</span></h3> <ul> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Ph.D. with 3+ years of industry experience or Master’s degree with 5+ years of relevant industry experience</span></li> <li><span style="font-family: 'times new roman', times, serif;">Strong experience with machine learning, particularly in the context of behavior prediction for autonomous driving.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Familiarity with machine learning models such as LSTM, Transformer, and other relevant architectures.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Proficiency in programming languages such as Python and C++.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Experience with deep learning frameworks such as TensorFlow or PyTorch.</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Familiarity with large-scale data processing and cloud computing platforms.</span></li> <li style="font-fami

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