Tesla, Inc.
AI Research Engineer, Generative Modeling, Self-Driving
Tesla, Inc., Palo Alto, California, United States, 94306
AI Research Engineer, Generative Modeling, Self-Driving
You will play a critical role in our small, specialized team of machine learning scientists, specializing in generative modeling. Your primary focus will be to develop, train, and optimize large generative models that comprise the core world-understanding and decision-making of Autopilot. You will have access to one of the world’s largest training clusters to develop and scale our leading-edge models. What You’ll Do Spearhead the development and training of cutting-edge large generative models, including diffusion models, VAEs, autoregressive models, and GANs Optimize model performance through improved training techniques and methods such as semi-supervised learning and unsupervised pre-training Collaborate with other experts in deep learning, infrastructure, and distributed computing to ensure the efficient and scalable training of large generative models What You’ll Bring A demonstrable track record in developing and training large generative models, including infrastructure challenges, optimizing the efficiency of the training process, and tuning the model for best performance Proficiency in Python and a strong foundation in software engineering best practices A deep understanding of deep learning fundamentals, encompassing in-depth knowledge of layer details, loss functions, and optimization techniques Proficiency in implementing neural network architectures tailored for generative modeling Experience with deep learning frameworks such as PyTorch, TensorFlow, JAX, or similar platforms Familiarity with standard scientific computing primitives, including batched operations, grid sampling, scatter/gathering, and einsum Strong expertise in system-level knowledge, enabling you to optimize the training and evaluation processes efficiently and effectively, is preferred Compensation and Benefits Along with competitive pay, as a full-time Tesla employee, you are eligible for the following benefits at day 1 of hire: Aetna PPO and HSA plans > 2 medical plan options with $0 payroll deduction Family-building, fertility, adoption and surrogacy benefits Dental (including orthodontic coverage) and vision plans, both have options with a $0 paycheck contribution Company Paid (Health Savings Account) HSA Contribution when enrolled in the High Deductible Aetna medical plan with HSA Healthcare and Dependent Care Flexible Spending Accounts (FSA) LGBTQ+ care concierge services 401(k) with employer match, Employee Stock Purchase Plans, and other financial benefits Company paid Basic Life, AD&D, short-term and long-term disability insurance Employee Assistance Program Sick and Vacation time (Flex time for salary positions), and Paid Holidays Back-up childcare and parenting support resources Voluntary benefits to include: critical illness, hospital indemnity, accident insurance, theft & legal services, and pet insurance Weight Loss and Tobacco Cessation Programs Tesla Babies program Commuter benefits Employee discounts and perks program Expected Compensation $164,000 - $360,000/annual salary + cash and stock awards + benefits Pay offered may vary depending on multiple individualized factors, including market location, job-related knowledge, skills, and experience. The total compensation package for this position may also include other elements dependent on the position offered. Details of participation in these benefit plans will be provided if an employee receives an offer of employment. Tesla is an Equal Opportunity / Affirmative Action employer committed to diversity in the workplace. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, age, national origin, disability, protected veteran status, gender identity or any other factor protected by applicable federal, state or local laws. Tesla is also committed to working with and providing reasonable accommodations to individuals with disabilities. Please let your recruiter know if you need an accommodation at any point during the interview process. Privacy is a top priority for Tesla. We build it into our products and view it as an essential part of our business. To understand more about the data we collect and process as part of your application, please view our Tesla Talent Privacy Notice
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You will play a critical role in our small, specialized team of machine learning scientists, specializing in generative modeling. Your primary focus will be to develop, train, and optimize large generative models that comprise the core world-understanding and decision-making of Autopilot. You will have access to one of the world’s largest training clusters to develop and scale our leading-edge models. What You’ll Do Spearhead the development and training of cutting-edge large generative models, including diffusion models, VAEs, autoregressive models, and GANs Optimize model performance through improved training techniques and methods such as semi-supervised learning and unsupervised pre-training Collaborate with other experts in deep learning, infrastructure, and distributed computing to ensure the efficient and scalable training of large generative models What You’ll Bring A demonstrable track record in developing and training large generative models, including infrastructure challenges, optimizing the efficiency of the training process, and tuning the model for best performance Proficiency in Python and a strong foundation in software engineering best practices A deep understanding of deep learning fundamentals, encompassing in-depth knowledge of layer details, loss functions, and optimization techniques Proficiency in implementing neural network architectures tailored for generative modeling Experience with deep learning frameworks such as PyTorch, TensorFlow, JAX, or similar platforms Familiarity with standard scientific computing primitives, including batched operations, grid sampling, scatter/gathering, and einsum Strong expertise in system-level knowledge, enabling you to optimize the training and evaluation processes efficiently and effectively, is preferred Compensation and Benefits Along with competitive pay, as a full-time Tesla employee, you are eligible for the following benefits at day 1 of hire: Aetna PPO and HSA plans > 2 medical plan options with $0 payroll deduction Family-building, fertility, adoption and surrogacy benefits Dental (including orthodontic coverage) and vision plans, both have options with a $0 paycheck contribution Company Paid (Health Savings Account) HSA Contribution when enrolled in the High Deductible Aetna medical plan with HSA Healthcare and Dependent Care Flexible Spending Accounts (FSA) LGBTQ+ care concierge services 401(k) with employer match, Employee Stock Purchase Plans, and other financial benefits Company paid Basic Life, AD&D, short-term and long-term disability insurance Employee Assistance Program Sick and Vacation time (Flex time for salary positions), and Paid Holidays Back-up childcare and parenting support resources Voluntary benefits to include: critical illness, hospital indemnity, accident insurance, theft & legal services, and pet insurance Weight Loss and Tobacco Cessation Programs Tesla Babies program Commuter benefits Employee discounts and perks program Expected Compensation $164,000 - $360,000/annual salary + cash and stock awards + benefits Pay offered may vary depending on multiple individualized factors, including market location, job-related knowledge, skills, and experience. The total compensation package for this position may also include other elements dependent on the position offered. Details of participation in these benefit plans will be provided if an employee receives an offer of employment. Tesla is an Equal Opportunity / Affirmative Action employer committed to diversity in the workplace. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, age, national origin, disability, protected veteran status, gender identity or any other factor protected by applicable federal, state or local laws. Tesla is also committed to working with and providing reasonable accommodations to individuals with disabilities. Please let your recruiter know if you need an accommodation at any point during the interview process. Privacy is a top priority for Tesla. We build it into our products and view it as an essential part of our business. To understand more about the data we collect and process as part of your application, please view our Tesla Talent Privacy Notice
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