Lead ML Scientist

Adobe Inc.
San Jose, CA, United States
1 day ago
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Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Expert
Experience required
8 years minimum
Working hours
Regular working hours
Job source

Tech stack

Machine Learning Tensorflow Reinforcement Learning Pytorch Large Language Models Adobe Information Technology GPT

Job description

  • Research and implement ranking ML models using Transformers, GPT, reinforcement learning, diffusion models, TensorFlow, and PyTorch
  • Build a relevance platform to rank billions of images, documents, videos, and other assets in real-time.
  • Fine-tune LLMs and Diffusion models to build state-of-the-art ranking models
  • Conduct innovative research on novel LLM architectures and training methods, focusing on creative applications
  • Leverage the user’s intent, context, deep content understanding, and behavioral data as ranking signals.
  • Design whole-page relevance by aggregating diverse content and ranking based on a query to asset-type affinity.
  • Process multimodal (text, image, video) intent and contextually assist the user by recommending ingredients and generating rich artifacts to enable a streamlined user journey.
  • Align text and visual modalities by fine-tuning CLIP for the creative domain
  • Unlock assistive experience in creative products through the adoption of foundation models
  • Develop robust methods to evaluate LLM performance, ensuring ethical AI practices that reflect Adobe’s standards

Requirements

  • Master’s degree or PhD in computer science, statistics, engineering, or other relevant subject area highly preferred
  • 8+ years of relevant experience required

Benefits & conditions

The U.S. pay range for this position is $141,100 - $281,700 annually. Pay within this range varies by work location and may also depend on job-related knowledge, skills, and experience.

About the company

Our team focuses on developing innovative AI-powered search, recommendations, and assistive experiences using generative AI technologies across all modalities, including text, image, and videos, and creates an industry-leading technical platform to improve creative efficiency for creators, marketers and designers.

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