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Описание вакансии
Текст:
TL;DR
Machine Learning Research Engineer (AI): Building and optimizing advanced search and retrieval technologies with an accent on model architecture, large-scale training, and ranking performance. Focus on designing representation learning systems, implementing RAG pipelines for answer generation, and deploying scalable deep learning models in production.
Location: Berlin
Company
Perplexity is an AI-driven search company building the next generation of advanced retrieval technologies.
What you will do
- Architect and build core components of the search platform and model stack.
- Design, train, and optimize large-scale deep learning models for retrieval and ranking.
- Conduct advanced research in representation, contrastive, multilingual, and multimodal learning.
- Deploy models, including boosting algorithms and LLMs, in a scalable and performant manner.
- Build and optimize RAG pipelines for grounding and accurate answer generation.
- Collaborate with Data, AI, Infrastructure, and Product teams to ensure high-quality delivery.
Requirements
- Deep understanding of search and retrieval systems, including quality evaluation principles.
- Proven track record working with large-scale search or recommender systems.
- Strong proficiency with PyTorch and distributed training techniques.
- Expertise in representation learning and embedding space alignment.
- Strong publication record in major AI/ML conferences.
- Minimum 3 years of experience in search, recommender systems, or related research.
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