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Job Location: Mountain View, CA
Transforming the Future with Convergence of Simulation and Data
Machine Learning (Advance Development & Planning) Engineer
Job Summary:
Our client in Mountain View, CA is looking for a Machine Learning (Advance Development & Planning) Engineer. This is a contract position.
What You Will Do:
As a Machine Learning Engineer, you will contribute to state-of-the-art machine learning infrastructure and relevant software (e.g. supervised learning, reinforcement learning, data management, and evaluation at unparalleled scale). You will implement cutting-edge deep learning models accelerating model training performance for intelligent mobility system applications and tackling open problems together with researchers. Last but not least, you will deploy your algorithms and models in our test vehicles platform.
Responsibilities and required qualifications are as follows:
- Implement machine learning/ deep learning models (supervised learning, reinforcement learning) for the following tasks: 2D/3D object detection, semantic segmentation, depth estimation, traffic (time or speed) prediction and driving behavioral learning etc.
- Train and evaluate the developed machine learning model from large set of images/videos, build end-to-end training, testing, and evaluation pipelines.
- Manipulate high-volume, high-dimensionality, structured data from the vehicles for training and testing deep networks.
- Produce high quality tested code that enables large scale research and can be transferred to physical vehicles deployed in the real world.
- Stay up to date on the state-of-the-art in Deep Learning ideas and software, in collaboration with our Researchers.
- Coding, proof-of-concept (POC) and demo deep learning applications with our test vehicle platform.
- Work in a multidisciplinary team and collaborate with other teams across the research lab.
Basics:
- Master’s Degree in Computer Science/Electrical Engineering, Math, or related field.
- Masters with at least 1-2 years of experience; Strong software engineering practices in Python with machine learning experience in a production setting.
- Strong Machine Learning background with deep understanding of different types of machine learning algorithms (e.g., CNN, RNN, LSTM, Transformer, and Reinforcement Learning). Experience of training deep-learning models in an end-to-end fashion.
- Project experience working with Pytorch, Tensorflow or other modern deep learning frameworks.
- Computer Vision expertise.
- Proficient in Python and Linux is a minimum. Additional knowledge of C++ / CUDA is a plus, experience with AWS as well.
- Clear grasp on basic Linear Algebra, Optimization, Statistics, and Algorithms.
- Familiar with Python development co-system including opencv, numpy, scipy, pandas, sklearn etc and comfortable with development in Linux and Windows.
- Familiar with containers.
- Excellent verbal and written communication skills
- (Optimal) Implemented state-of-the-art models from research papers (share paper/repos if you can).
- (Optimal) Experience with Deep Reinforcement Learning, Multi-agent distributed reinforcement learning.
- (Optional) Experience with computer vision and large-scale distributed training.
- (Optimal) Publication in robotics/ML/CV conference.
How You Will Be Successful:
- Envision the Future
- Communicate Honestly and Broadly
- Seek Technology and Business “First”
- Embrace Diversity and Take Risks
What We Offer:
- Competitive Salary
- Comprehensive Benefit Package
- 401(k) with matching contributions
- Paid Time Off
- Employee Discounts
- Free training on all Altair products
Why Work with Us:
Altair is a global technology company providing software and cloud solutions in the areas of data analytics, product development, and high-performance computing (HPC). Altair enables organizations in nearly every industry to compete more effectively in a connected world, while creating a more sustainable future. With more than 3,000 engineers, scientists, and creative thinkers in 25 countries, we help solve our customer’s toughest challenges and deliver unparalleled service, helping the innovators innovate, drive better decisions, and turn today’s problems into tomorrow’s opportunities.
Our vision is to transform customer decision making with data analytics, simulation, and high-performance computing.
For more than 30 years, we have been helping our customers integrate electronics and controls with mechanical design to expand product value, develop AI, simulation and data-driven digital twins to drive better decisions, and deliver advanced HPC and cloud solutions to support unlimited idea exploration. To learn more, please visit altair.com
Ready to go? #ONLYFORWARD
At our core we are explorers; adventures; pioneers. We are the brains behind some of the world’s most revolutionary innovations and are not only comfortable in new and unchartered waters, we dive headfirst. We are the original trailblazers that make the impossible possible, discovering new solutions to our customer’s toughest challenges.
Altair is an equal opportunity employer. Our backgrounds are diverse, and every member of our global team is critical to our success. Altair’s history demonstrations a belief that empowering each individual authentic voice reinforces a culture that thrives because of the uniqueness among our team.
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