Senior Machine Learning Engineer

Company: GlobalLogic, Inc.
Location: Sunnyvale, California, United States
Type: Full-time
Posted: 10.JUN.2021

Summary

Description: This is for Customers' Function and Simulation - ADAS Development department. Customer is a known brand in the automotive indu...

Description

Description:

This is for Customers' Function and Simulation - ADAS Development department. Customer is a known brand in the automotive industry.

Requirements:

General skills needed to perform the job

  • Bachelor's Degree in Engineering (computer science or comparable
  • 3+ years of experience with AI / deep learning concepts and experience with at least a few of the topics like trajectory prediction, behavior prediction, multimodal architectures, recurrent architectures like LSTMs, transformers, attention, uncertainty, probabilistic models, graphical neural nets, model compression/optimization, etc.
  • Effective analytical and conceptual skills to derive adequate solutions for technical problems
  • Planning and organization, project management, and time management skills
  • Ability to solve complex problems
  • Ability to work independently
  • Excellent communication skills
  • Open-minded and empathic work style
  • Excellent team player
  • Comfortable with ambiguity and tackling new problems

Required:

  • A good fundamental understanding of AI / deep learning concepts
  • Experience with at least a few of the topics like trajectory prediction, behavior prediction, multimodal architectures, recurrent architectures like LSTMs, transformers, attention, uncertainty, probabilistic models, graphical neural nets, model compression/optimization, etc.
  • Experience with some open-source datasets like Argoverse, kitti, nuscenes, etc., and/or similar data from simulation ( e.g. CARLA, etc.).
  • Strong coding background
  • Experience with statistics, active learning, anomaly detection, continual/lifelong/online learning, etc. for
  • Must have Production/release/shipping mindset

Desired:

  • Experience with training neural networks with large amounts of data. Robustly training jobs at scale, should it be for production models or quick experiments
  • Knowledge of ADAS/AD features
  • Experience with in-vehicle ADAS/AD feature verification and validation testing
  • Experience with working in OEM environment
  • Experience with working in a cross-functional environment.
  • Basic German language skills (written and spoken)
  • Knowledge of Vehicle architecture

Preferences:

Bachelors in Computer Science / IT / IS or related fields

Job Responsibilities:

Role Summary

  • The role is to support the engineering development of the ADAS/AD feature for series production. The focus is the development of US-specific features and validation of the same. The responsibility starts with creating machine learning models for sensor fusion, situation interpretation, and path planner.
  • Once SW is integrated, this position will be responsible for performing integration testing in HIL/SIL lab. After successful testing, the same needs to be verified and validated in the target vehicle environment.
  • This position also needs to coordinate with a cross-functional team of ADAS/AD team who are located in Germany

Role Responsibilities

  • Developing machine learning models for Situation and Interpretation modules (Ex: Intention prediction, Corridor build-up, etc. (60%)
  • Data collection from vehicles and training neural networks with large amounts of data (20%)
  • Software Integration and Verification in HIL/SIL and Vehicle (20%)

What We Offer

Exciting Projects: Come take your place at the forefront of digital transformation! With clients across all industries and sectors, we offer an opportunity to work on market-defining products using the latest technologies.

Collaborative Environment: You can expand your skills by collaborating with a diverse team of highly talented people in an open, laidback environment - or even abroad in one of our global centers or client facilities!

Work-Life Balance: GlobalLogic prioritizes work-life balance, which is why we offer flexible work schedules and opportunities to work from home.

Professional Development: We provide continuing education classes, professional certification, and training (technical, soft skills, language, and communication skills) to help you realize your professional goals. Being part of a global organization, there are additional learning opportunities through international knowledge exchanges.

Excellent Benefits: We provide our employees with competitive salaries, health and life insurance, short-term and long-term disability insurance, a matched contribution 401K plan, flexible spending accounts, and PTO and holidays

- provided by Dice

 
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