Software Engineer Intern - Deep Learning & Data Infra C
Mountain View, CA
Applications have closed
DiDi Labs
滴滴出行,滴滴打车,滴滴打车官网,滴滴打车官方网站,上海用车,北京用车,广州用车,深圳用车,用车APP,打车APP,叫车APP,网约车,嘀嘀打车,滴滴官网,滴滴出行官网,didiThe Machine Learning infra team builds and supports the essential tools, frameworks, and pipelines for every machine learning engineer at Didi autonomous driving. Our goal is to fully utilize the enormous quantity of the daily collected sensor and driver behavior data, greatly accelerate the development cycle of machine learning models across the whole company, empowering machine learning engineers to focus on improving the car’s safety and performance, instead of worrying about their infrastructure. Our scope covers the whole lifecycle of machine learning: intelligent data collection, data mining, and data annotation, model training, model evaluation and debugging, model optimization, and deployment to vehicles. We care about our products' performance, ease of use, and reliability.
Responsibilities:
- Implement, and deploy offboard infra and tools to support machine learning models training/optimization/deployment, and data collection/mining/annotation workflows.
- Consider the effects of projects across multiple teams and proactively manage conflicts. Work closely with partner teams to ensure they are benefiting from the systems we built.
Qualifications:
- Strong coding in Python and experience with C++.
- Good to have the experience in at least one of the following:
- Data mining (e.g. active learning) for autonomous driving
- Automatic data annotation
- Passionate about self-driving technology and its potential impact on the world
- BS, MS, or PhD in CS, Math, or equivalent real-world experience
Preferred:
- Experience with deep learning frameworks like PyTorch, TensorFlow, etc.
- Experience building software solutions on cloud infrastructure
- Experience working with Docker and Kubernetes
- Knowledge and experience with machine learning algorithms
About 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&D, 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&D, and deepen collaboration with auto industry partners.
Tags: Autonomous Driving Big Data Data Mining Deep Learning Docker Kubernetes Machine Learning ML models Model training PhD Pipelines Python PyTorch R R&D Research Security TensorFlow Testing
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