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PEPerplexity

Machine Learning Research Engineer(m/w/x)

Berlin
Full-timeOn-siteExperienced
AI/ML
Data Science

Designing and training large-scale deep learning models for search quality using PyTorch. Deep understanding of search and retrieval systems required. Work on core search components in a research-focused environment.

Requirements

  • Deep understanding of search and retrieval systems
  • Understanding of quality evaluation principles and metrics
  • Proven track record with large-scale search systems
  • Proven track record with large-scale recommender systems
  • Strong proficiency with PyTorch
  • Experience in distributed training techniques
  • Experience in performance optimization for large models
  • Expertise in representation learning
  • Expertise in contrastive learning
  • Expertise in embedding space alignment
  • Multilingual applications experience
  • Multimodal applications experience
  • Strong publication record in AI/ML conferences
  • Strong publication record in AI/ML workshops
  • Self-driven
  • Strong sense of ownership
  • Strong sense of execution
  • Minimum 3 years working on search research areas
  • Minimum 3 years working on recommender systems research areas
  • Minimum 3 years working on closely related research areas
  • Preferably 5+ years working on search research areas
  • Preferably 5+ years working on recommender systems research areas
  • Preferably 5+ years working on closely related research areas

Tasks

  • Push search quality forward
  • Architect core search components
  • Build model stack
  • Design large-scale deep learning models
  • Train models using PyTorch
  • Optimize models with distributed training
  • Conduct research in representation learning
  • Develop contrastive learning models
  • Model multilingual and multimodal systems
  • Deploy boosting algorithms
  • Deploy large language models
  • Build RAG pipelines
  • Optimize grounding and answer generation
  • Collaborate with Data, AI, Infrastructure, and Product teams

Work Experience

  • 3 - 5 years

Education

  • Bachelor's degreeOR
  • Master's degree

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • PyTorch
  • NeurIPS
  • ICML
  • ICLR
  • ACL
  • CVPR
  • SIGIR
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