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ATACANA GROUP Inc.

Machine Learning Champion (Remote)

ATACANA GROUP Inc.
Sweden · Full-time · Entry

Machine Learning Champion (Remote)


About the Role

We are seeking an experienced Machine Learning Engineer with deep expertise in building production-grade Retrieval-Augmented Generation (RAG) systems and AI agents. The ideal candidate will have a strong foundation in machine learning, natural language processing, and practical experience implementing end-to-end RAG pipelines and agent orchestration.


Key Responsibilities

  • Design and implement sophisticated RAG architectures incorporating query classification, retrieval optimization, reranking, repacking, and summarization components
  • Develop and optimize chunking strategies for document processing, balancing context preservation with retrieval efficiency
  • Research and implement advanced retrieval methods combining sparse (BM25) and dense retrieval with hybrid search techniques
  • Build and optimize vector databases for efficient similarity search at scale
  • Create evaluation frameworks to measure RAG system performance across multiple dimensions (faithfulness, relevancy, retrieval accuracy)
  • Design and deploy multi-agent systems with effective orchestration patterns
  • Develop multimodal RAG capabilities integrating text, images, and other modalities
  • Lead technical design reviews and mentor junior engineers in RAG/agent implementation best practices


Required Technical Skills & Experience

  • 3+ years of experience in machine learning engineering with focus on NLP systems
  • Extensive experience with RAG components and architectures:
  • Query optimization and rewriting
  • Vector databases
  • Document chunking and embedding strategies
  • Reranking methods
  • Prompt engineering and LLM integration
  • Hands-on experience with agent frameworks:
  • LangChain & LangGraph
  • Agent communication protocols
  • Workflow orchestration
  • Proficiency in:
  • Python (advanced)
  • Vector similarity search
  • Semantic embeddings
  • Document processing pipelines

Preferred Qualifications

  • Fast learner and curious about the latest technologies
  • Experience implementing RAG systems serving high query volumes in production
  • Experience in information retrieval, semantic search, or related areas in technical fields
  • Experience with multimodal retrieval and generation

 

About Atacana:

Atacana Group, Inc. is a global competitive strategy and intelligence firm focused on the healthcare industry. We need your help automating complex processes end-to-end by combining technology with human domain expertise.

 Why join our fast-growing team? 

  • Passion for innovation. We are passionate about AI and the advancement of innovations in healthcare
  • A culture of results, not hours spent. Flexible hours let us schedule our days so that we do our best work without missing out on life's important moments.
  • Freedom of location.100% remote work. We are a globally distributed team, so we can work wherever we're happiest.
  • Diverse and global team. Our team members are located across 4 continents and are located in 11+ countries.
  • Growth mindset. We are a learning organization which has allowed us to grow rapidly.


Key Skills

Ranked by relevance

c ha ai machine learning lan ui nat natural language processing python lua esp toc kf
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Posted
Nov 11, 2024
Type
Full-time
Level
Entry
Location
Sweden

Industries

Business Consulting Services

Categories

Engineering Information Technology

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