Tech Lead, Perception

<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.&nbsp;</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.&nbsp;</span></p> <h3><span style="font-family: 'times new roman', times, serif;">About the role</span></h3> <div> <p><span style="font-family: 'times new roman', times, serif;">We are currently looking for an experienced Technical Lead with specialized skills in Computer Vision specifically related to Autonomous Driving applications - LiDAR, camera, and radar Perception technologies. As a key member of our team, you will be responsible for developing and implementing Machine Learning models that accurately detect and track the surrounding environment, thereby enabling safe and reliable behavior downstream processing for our AVs. In this pivotal role, you'll be instrumental in designing, implementing, and deploying the ML algorithms that enable our trucks to safely navigate and operate in complex, dynamic environments both on-vehicle and within simulation environments for validation. This position requires a strong technical and ML background, hands-on software engineering experience, and a knack for technically lead engineers. You will collaborate with a team of experts in AI Research, robotics, and software engineering to push the boundaries of what's possible in autonomous trucking.</span></p> </div> <div> <div class="section page-centered"> <h3><span style="font-size: 12pt; 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 and / or adjust existing state-of-the-art perception algorithms for autonomous vehicles to advance / complement research in sensor fusion, 3D object detection, segmentation, and tracking in complex dynamic environments</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Work on multiple parts of the Perception ML pipeline: 2D and 3D, closed and open vocabulary detection, data-driven tracking, classification and segmentation</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Design and implement sensor fusion, sensor degradation, and other safety-critical systems</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Lead initiatives to collect, augment, and utilize large-scale datasets from sensors such as cameras, LiDAR, and radar for training and validating perception models under various driving conditions</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Develop robust testing and validation frameworks to ensure the reliability and safety of the perception systems across diverse scenarios and edge cases</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Conduct thorough validation and testing of ML models in simulation and real-world environments to ensure robust performance and generalization</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Analyze model performance and identify areas for improvement, iterating on design and implementation to enhance prediction accuracy and reliability</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Document model architectures, methodologies, and results clearly and concisely</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Collaborate closely with the Data Engineering and AI Research teams to define project requirements, formulate innovative concepts, and co-design ML models and be responsible for their effective deployment in a real-world trucking environment</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Participate in hiring process for and manage the top notch ML Perception engineers</span></li> </ul> </div> <div class="section page-centered"> <h3><span style="font-size: 12pt; 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. or highly qualified M.S. candidate in one or more of the following areas: Electrical Engineering, Computer Science, Robotics, Artificial Intelligence, Mathematics, or a related field</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">You have at least 1-3 years of hands-on experience in one or more of the following areas: Autonomous Driving (preferable), Robotics, or Deep Learning in general&nbsp;</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">You have at least 1-3 years of research experience in one or more of the following areas: Perception (preferable), 2D and 3D Computer Vision, Statistics, Probability theory&nbsp;</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">You have at least 1 year of technical leadership experience inside an industrial setting</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Experience in data science including data collection, analysis, hypothesis formulation and verification</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Deep knowledge of Autonomous Driving Perception including</span><br> <ul> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">2D vs 3D Detection</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Camera vs LiDAR vs Radar</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">BEV map</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">ML-based tracking&nbsp;</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Sensor fusion</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Sensor calibration</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Sensor degradation</span></li> </ul> </li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Strong foundation in data structures, algorithm design, and complexity analysis</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Experience with latency analysis and optimization of safety critical software systems</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Expertise in programming languages and tools critical for high-performance computing in Python/C++ including large-scale data processing, parallel programming, code optimization and machine learning including Deep Learning frameworks like TensorFlow/PyTorch&nbsp;</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Demonstrated ability to publish research findings in any of the top-tier technical journals and conferences (CVPR, ICCV, ECCV, NeurIPS, AAAI, IJCAI, ICLR, ICML, ICRA, CoRL, IROS, etc.)</span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">You are passionate about Autonomous Driving!</span></li> </ul> </div> <div class="section page-centered" data-qa="closing-description"> <h3><span style="font-family: 'times new roman', times, serif;">More about Gatik</span></h3> <p><span style="font-family: 'times new roman', times, serif;">Founded in 2017 by experts in autonomous vehicle technology, Gatik has rapidly expanded its presence to Mountain View, Dallas-Fort Worth, Arkansas, and Toronto. As the <em>first and only</em> company to achieve fully driverless middle-mile commercial deliveries, Gatik holds a unique and defensible position in the AV industry, with a clear trajectory toward sustainable growth and profitability.</span></p> <p><span style="font-family: 'times new roman', times, serif;">We have delivered complete, proprietary AV technology - an integration of software and hardware - to enable earlier successes for our clients in constrained Level 4 autonomy.&nbsp; By choosing the middle mile – with defined point-to-point delivery, we have simplified some of the more complex AV challenges, enabling us to achieve full autonomy ahead of competitors. Given extensive knowledge of Gatik’s well-defined, fixed route ODDs and hybrid architecture, we are able to hyper-optimize our models with exponentially less data, establish gate-keeping mechanisms to maintain explainability, and ensure continued safety of the system for unmanned operations.</span></p> <p><span style="font-family: 'times new roman', times, serif;">Visit us at <a href="http://gatik.ai/">Gatik</a> for more company information and <a href="https://gatik.ai/careers/">Careers at Gatik</a> for more open roles.</span></p> <h3><span style="font-family: 'times new roman', times, serif;">Notable News</span></h3> <ul> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Forbes: <a href="https://www.forbes.com/sites/alanohnsman/2023/09/05/forget-robotaxis-upstart-gatik-sees-middle-mile-deliveries-as-the-path-to-profitable-avs/?sh=52b7a7866e61">Forget robotaxis. Upstart Gatik sees middle-mile deliveries as the path to profitable AVs</a></span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Tech Brew: <a href="https://www.emergingtechbrew.com/stories/2024/09/06/gatik-ai-richard-steiner-regulations-av-industry">Gatik AI exec unpacks the regulations that could shape the AV industry</a></span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Business Wire: <a href="https://www.businesswire.com/news/home/20241008155613/en/Gatik-Paves-the-Way-for-Safe-Driverless-Operations-%E2%80%98Freight-Only%E2%80%99-at-Scale-with-Industry-First-Third-Party-Safety-Assessment-Framework">Gatik Paves the Way for Safe Driverless Operations (‘Freight-Only’) at Scale with Industry-First Third-Party Safety Assessment Framework</a></span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Auto Futures: <a href="https://www.autofutures.tv/news-features/autonomous-trucking-group-gatik-secures-investment-from-nippon-express-holdings/s/e125e5df-220b-42b6-b2df-754f54d602a9">Autonomous Trucking Group Gatik Secures Investment From NIPPON EXPRESS HOLDINGS</a></span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Automotive News: <a href="https://www.autonews.com/mobility-report/gatik-prepares-launch-self-driving-trucks-scale">Gatik foresees hundreds of self-driving trucks on road soon, and that's just the beginning</a></span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Forbes: <a href="https://www.forbes.com/sites/richardbishop1/2024/05/30/isuzu-and-gatik-go-all-in-to-scale-up-driverless-freight-services/">Isuzu And Gatik Go All In To Scale Up Driverless Freight Services</a></span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Bloomberg: <a href="https://www.bloomberg.com/news/newsletters/2024-05-24/autonomous-vehicle-startup-takes-off-by-picking-off-easier-routes">Autonomous Vehicle Startup Takes Off by Picking Off Easier Routes</a></span></li> <li style="font-family: 'times new roman', times, serif;"><span style="font-family: 'times new roman', times, serif;">Reuters: <a href="https://www.reuters.com/technology/driverless-vehicles-limited-routes-bump-along-despite-us-robotaxi-scrutiny-2023-12-13/">Driverless vehicles on limited routes bump along despite US robotaxi scrutiny</a></span></li> </ul> <h3><span style="font-family: 'times new roman', times, serif;">Taking care of our team</span></h3> <p><span style="font-family: 'times new roman', times, serif;">At Gatik, we connect people of extraordinary talent and experience to an opportunity to create a more resilient supply chain and contribute to our environment’s sustainability. We are diverse in our backgrounds and perspectives yet united by a bold vision and shared commitment to our values. Our culture emphasizes the importance of collaboration, respect and agility.</span></p> <p><span style="font-family: 'times new roman', times, serif;">We at Gatik strive to create a diverse and inclusive environment where everyone feels they have opportunities to succeed and grow because we know that together we can do great things. We are committed to an inclusive and diverse team. We do not discriminate based on race, color, ethnicity, ancestry, national origin, religion, sex, gender, gender identity, gender expression, sexual orientation, age, disability, veteran status, genetic information, marital status or any legally protected status.</span></p> <p>&nbsp;</p> </div> </div>