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AI Document Intelligence Specialist
2 weeks ago
We're seeking a skilled Document Intelligence Engineer to develop and implement AI-driven solutions for intelligent document processing. This is an exciting opportunity to leverage your expertise in large language models, vision-language models, and deep learning techniques to drive business growth.
Key Responsibilities:- Fine-tune and optimize open-source and commercial LLMs/VLMs for structured and unstructured document processing tasks, including OCR extraction, entity recognition, key-value pairing, summarization, and layout understanding.
- Apply advanced PEFT techniques, such as LoRA and QLoRA, to enable efficient deployment and experimentation.
- Design LLM-based document intelligence pipelines for various use cases.
- Develop and manage prompting techniques tailored to document use-cases.
- Implement LangChain-based workflows integrating tools, agents, and vector stores for RAG-style processing.
- Monitor experiments and production models using ML observability tools.
- Work with leading LLM/VLM APIs for hybrid system design.
- Collaborate with cross-functional teams to deliver scalable, production-ready ML systems and continuously improve model performance.
- Hands-on experience with transformer architectures and libraries like HuggingFace Transformers.
- Deep knowledge of fine-tuning strategies for large models, including LoRA, QLoRA, and other PEFT approaches.
- Experience in prompt engineering and developing advanced prompting strategies.
- Familiarity with LangChain, vector databases, and tool/agent orchestration.
- Strong applied knowledge of leading LLM/VLM APIs.
- Proficiency in model training, tracking, and monitoring using ML tools.
- Solid understanding of deep learning, machine learning, natural language processing, and computer vision concepts.
- Experience working with document AI models and OCR tools.
- Proficient in Python, PyTorch, and related ML tooling.
- Experience with multi-modal architectures for document + image/text processing.
- Knowledge of RAG systems, embedding models, and custom vector store integrations.
- Experience in deploying ML models via frameworks like FastAPI or Triton.
- Contributions to open-source AI tools or model repositories.
- Exposure to MLOps, CI/CD pipelines, and data versioning.
- Bachelor's or Master's degree in Computer Science, Artificial Intelligence, Machine Learning, or a related field.