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Insight International (UK) Ltd

Artificial Intelligence Engineer

Insight International (UK) Ltd
Poland · Contract · Mid-Senior

Job Description


Python, LLM, Prompt engineering, Vector databases, RAG architecture, Agentic libraries(Lang chain/Lang graph/Autogen), Computer Vision, Document Processin


1. Core Programming Skills

  • ☐ Strong proficiency in Python (mention of libraries like NumPy, Pandas, FastAPI, etc.)
  • ☐ Experience with object-oriented programming, data structures, and algorithms

2. Large Language Models (LLMs)

  • ☐ Hands-on experience with OpenAI, Hugging Face Transformers, LLaMA, Mistral, etc.
  • ☐ Fine-tuning or prompt-tuning of LLMs
  • ☐ Knowledge of tokenization, attention mechanisms, and model architecture

3. Prompt Engineering

  • ☐ Experience designing and optimizing prompts for LLMs
  • ☐ Familiarity with few-shot, zero-shot, and chain-of-thought prompting
  • ☐ Use of tools like PromptLayer, LangSmith, or custom evaluation frameworks

4. Vector Databases

  • ☐ Experience with Pinecone, Weaviate, FAISS, Milvus, Qdrant, etc.
  • ☐ Understanding of embedding generation, similarity search, and indexing
  • ☐ Integration with LLMs for retrieval tasks

5. RAG (Retrieval-Augmented Generation) Architecture

  • ☐ Implementation of RAG pipelines using LLMs and vector stores
  • ☐ Experience with document chunking, embedding, and retrieval logic
  • ☐ Tools: LangChain, Haystack, LlamaIndex

6. Agentic Libraries

  • ☐ Experience with LangChain Agents, LangGraph workflows, or AutoGen agents
  • ☐ Building multi-step reasoning agents or task-specific agents
  • ☐ Integration with tools/APIs for autonomous decision-making

7. Computer Vision

  • ☐ Experience with OpenCV, YOLO, Detectron2, MediaPipe, or PyTorch/TensorFlow CV models
  • ☐ Projects involving image classification, object detection, OCR, or segmentation

8. Document Processing

  • ☐ Experience with PDF parsing, OCR (Tesseract, AWS Textract, Azure Form Recognizer)
  • ☐ Structured data extraction from invoices, contracts, forms, etc.
  • ☐ Integration with LLMs for semantic understanding of documents

9. Deployment & MLOps

  • ☐ Experience with Docker, Kubernetes, FastAPI, Streamlit, Gradio
  • ☐ CI/CD pipelines for ML models
  • ☐ Monitoring and logging tools (e.g., MLflow, Weights & Biases)

10. Soft Skills & Collaboration

  • ☐ Experience working in Agile/SCRUM teams
  • ☐ Strong communication and documentation skills
  • ☐ Contributions to GitHub, open-source, or research publications

Key Skills

Ranked by relevance

fastapi computer vision kubernetes streamlit pandas mlflow numpy cicd aws
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Posted
Jul 30, 2025
Type
Contract
Level
Mid-Senior
Location
Cracow

Industries

Banking

Categories

Consulting

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