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Nanonets

Deep Learning Engineer

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Description

Build and deploy cutting-edge deep learning architectures to solve complex business problems, such as converting unstructured data into structured formats without hand-tuning features or models. You will develop state-of-the-art models, continuously experiment, and incorporate the latest advancements in the field.


Responsibilities:

  • Build and deploy advanced deep learning architectures for complex business use cases.
  • Develop state-of-the-art models for processing unstructured data and extracting structured information.
  • Continuously experiment with new techniques and integrate recent research advancements into production systems.
  • Design and implement large-scale multimodal architectures that understand both text and images.
  • Build automated model selection and fine-tuning systems based on data type and volume.
  • Develop models for document processing, including invoices, receipts, passports, and driving licenses.
  • Create hierarchical information extraction systems for complex document structures.
  • Build robust solutions for extracting complex tables from challenging document layouts and warped images.
  • Enable few-shot learning using state-of-the-art fine-tuning techniques.


Requirements:

  • 5-8 years of experience in deep learning.
  • Strong foundational knowledge of deep learning concepts and architectures, including LLMs and VLMs.
  • Demonstrated expertise in at least one specialized area of deep learning, such as NLP, computer vision, or multimodal models.
  • Experience building and deploying production-grade deep learning systems at scale.
  • Familiarity with large language models such as GPT, LLaMA, and Claude, and their applications.
  • Strong software engineering practices, including version control, CI/CD, and code quality.
  • Ability to rapidly learn and apply new technologies and approaches.

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