Staff Machine Learning Engineer, Ads Creative Effectiveness

Added
10 days ago
Type
Full time
Salary
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Related skills

llm rlhf vlm diffusion transformer

πŸ“‹ Description

  • Architect generative pipelines for ad creative; preserve brand assets with IP-Adapters and LoRAs.
  • End-to-end image & video editing: smart-crop, inpaint/outpaint, resize with brand guidelines.
  • LLM/VLM fine-tuning and RAG; optimize ad aesthetics with CTR/CVR feedback via RLHF/RLPF.
  • Production-grade serving: low-latency inference for diffusion and transformer models.
  • Safety & compliance layer: robust filtering to prevent non-compliant or copyrighted content.
  • Partner broadly: work with Product, Sales, Policy, UX, and Ads ML teams to embed ACE into the Ad Manager UI and delivery path.

🎯 Requirements

  • Deep ML expertise: tree models, neural nets, ranking; LLM/VLM fine-tuning and RLHF/RLPF.
  • Quant & experimentation chops: uplift metrics, variance, MDEs, A/B test setups for generative systems.
  • Ads/Marketplace insight: understanding auction dynamics to drive revenue and retention.
  • Startup mindset: bias to action, comfort with ambiguity, scrappiness.
  • Communication superpowers: distill ML trade-offs for executives, PMs, and non-technical stakeholders.
  • Prior work on ad creative tooling: headline generators, image generators, and editing flows.

🎁 Benefits

  • Comprehensive Healthcare Benefits and Income Replacement Programs
  • 401k with Employer Match
  • Global Benefit programs that fit your lifestyle, from workspace to professional development to caregiving support
  • Family Planning Support
  • Gender-Affirming Care
  • Mental Health & Coaching Benefits
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