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ML Optimization Engineer, Firefly App Integrations
ML Optimization Engineer, Firefly App Integrations-March 2024
San Jose
Mar 18, 2025
ABOUT ADOBE
At Adobe, we’re changing the world through digital experiences by helping customers create, deliver, and optimize content.
10,000+ employees
Technology
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About ML Optimization Engineer, Firefly App Integrations

  Our Company

  Changing the world through digital experiences is what Adobe's all about. We give everyone-from emerging artists to global brands-everything they need to design and deliver exceptional digital experiences! We're passionate about empowering people to create beautiful and powerful images, videos, and apps, and transform how companies interact with customers across every screen.

  We're on a mission to hire the very best and are committed to creating exceptional employee experiences where everyone is respected and has access to equal opportunity. We realize that new ideas can come from everywhere in the organization, and we know the next big idea could be yours!

  The Opportunity

  Firefly is the new family of creative generative AI models coming to Adobe products that offers a new way to conceptualise, build, and scale content. It's a natural extension of the technology Adobe has produced over the past 40 years.

  At the core of Firefly are our commercially safe AI models trained on hundreds of millions of images owned or licensed by Adobe. We are hiring for a highly strategic and visible role to help evolve these models and the associated prompt engine. This is an opportunity to reach millions of creatives, helping them recreate the way they work.

  What You'll Do

  • Profile complex pipelines made of several ML models to be able to find and optimize the bottlenecks.

  • Analyze the performance of DL models running on GPGPUs or accelerators using profilers and roofline methodologies

  • Maximize HW utilization by changing the model architecture or converting to more optimized formats such as AIT, TensorRT, ONNX, etc

  • Study architecture of ML models and propose changes to make them run more efficiently without hurting their quality

  • Be up to date with the latest and most advanced model inference solutions to achieve state-of-the-art performance

  • Quantize or prune models if possible

  • Build tools and solutions for monitoring the results of the models to ensure the quality is acceptable during model conversion/optimization

  What You'll Need to Succeed

  • PhD or Masters in Computer Engineering, Computer Science, Computer Vision, Robotics, related field or equivalent experience

  • 2+ years of hands-on experience with model optimization and conversion

  • Image Processing, Computer Vision, Generative AI experience is a plus

  • Experience with model quantization, distillation or pruning is a plus

  • Experience with DL performance analysis, profilers, and roofline modelling

  • Deep understanding of CUDA and other DL accelerator architectures

  • Experience with graph compilers ( AIT, TVM, OpenXLA, etc )

  • Strong critical thinking, analytical and quantitative problem-solving ability

  • Excellent communication, relationship skills and a strong team playe

  Our compensation reflects the cost of labor across several U.S. geographic markets, and we pay differently based on those defined markets. The U.S. pay range for this positionis $135,200 -- $250,900 annually. Paywithin this range varies by work locationand may also depend on job-related knowledge, skills,and experience. Your recruiter can share more about the specific salary range for the job location during the hiring process.

  At Adobe, for sales roles starting salaries are expressed as total target compensation (TTC = base + commission), and short-term incentives are in the form of sales commission plans. Non-sales roles starting salaries are expressed as base salary and short-term incentives are in the form of the Annual Incentive Plan (AIP).

  In addition, certain roles may be eligible for long-term incentives in the form of a new hire equity award.

  Adobe is proud to be anEqual Employment Opportunityand affirmative action employer. We do not discriminate based on gender, race or color, ethnicity or national origin, age, disability, religion, sexual orientation, gender identity or expression, veteran status, or any other applicable characteristics protected by law.Learn more.

  Adobe aims to make Adobe.com accessible to any and all users. If you have a disability or special need that requires accommodation to navigate our website or complete the application process, [email protected] call (408) 536-3015.

  Adobe values a free and open marketplace for all employees and has policies in place to ensure that we do not enter into illegal agreements with other companies to not recruit or hire each other's employees.

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