Engineering Lead - Applied Machine Learning

Company: DiDi Global
Location: Mountain View, California, United States
Type: Full-time
Posted: 13.AUG.2021

Summary

We leverage our ride-sharing network to collect large amounts of data, and improve our algorithms with the data. In this role, you will lead...

Description

We leverage our ride-sharing network to collect large amounts of data, and improve our algorithms with the data. In this role, you will lead a group of engineers to design, train and deploy ML models. It covers different algorithms across the whole stack. If you are interested in solving the exciting and challenging problems, and are enthusiastic about autonomous driving, please join us!Responsibilities:Research, design, and develop new machine learning solutions and algorithmsDrive high level algorithm decisions to ensure fast and accurate machine learning in a multitude of different applicationsImplement cutting edge machine learning techniques in object classification, labelling, pose estimation, and predictionUse real-time state estimation and context from surroundings to predict the motion of surrounding vehicles and pedestrians for use with vehicle path planningWork on data association, clustering, segmentation, filtering, and estimationBuild robust, reliable systems to handle common and uncommon situations on the roadQualifications:PhD or MS in CS/CE/EE, or equivalent industry experience5+ years of experience in related areaExperience in leading an engineering teamExtensive experience with ML frameworks such as Tensorflow, Caffe, and PyTorchExperience with machine learning and classificationStrong programming skills in Python or C++Excellent mathematical reasoning skills, especially with probability Passionate about self driving car technology and its impact on the worldTrack record of driving ML research projects from start to completion, including conception, problem definition, experimentation, iteration, and finally publication or productizationPreferred:Experience with ROS, OpenCV, Gazebo, or PCLExperience with CUDAAbout the Company:Didi Chuxing ("DiDi") is the world's leading mobile transportation platform. We're committed to working with communities and partners to solve the world's transportation, environmental, and employment challenges by using big data-driven deep-learning algorithms that optimize resource allocation.Didi Chuxing's Autonomous-Driving team was established in 2016, and has grown to a comprehensive research and development organization covering HD mapping, perception, behavior prediction, planning and control, infrastructure and simulation, labeling, hardware, mechanical, problem diagnosis, vehicle modifications, connected car, and security, among others. We're developing and testing self-driving vehicles in China and the United States.In August 2019, DiDi upgraded its autonomous driving unit to an independent company to focus on R, product application, and business development related to self-driving technologies. The new company will integrate the resources and technology of DiDi's platform, continue to increase investment in R, and deepen collaboration with auto industry partners.

 
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