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2 Days ago

Lead Data Scientist

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Ahmedabad, Gujarat, India
Information Technology
Full-Time
Providence India

Overview

How is this team contributing to vision of Providence?

  • Ensure a continual and seamless service for customers regardless of which services they access.


What will you be responsible for?

  • End-to-end development and quality of solutions and services in conversational & Agentic AI capability
  • Understanding and Implementing advanced techniques in Agentic AI & Conversational AI Frameworks.
  • Introduce best practices in AI Frameworks.


What would your day look like?

  • Lead the design and development of Agentic AI Frameworks, models and systems, ensuring high performance and scalability.
  • Good in Python, RestAPI and data structure skills
  • Fine-tune and optimize pre-trained large language models (LLMs) such as GPT, LLAMA, Falcon, and Mistral.
  • Implement and manage model quantization techniques (e.g., GPTQ, AWQ, 8-bit/4-bit models) to enhance model efficiency.
  • Utilize Langchain, Dagster etc for orchestration and memory management in agentic applications.
  • Conduct thorough model evaluations using metrics such as BLEU, ROUGE, and perplexity to ensure model quality and performance.
  • Develop and maintain systems for intent recognition, entity extraction, and generative dialogue management.
  • Stay updated with the latest advancements in NLP and AI technologies and apply them to ongoing projects.
  • Mentor and guide junior engineers, fostering a culture of continuous learning and innovation.


Who are we looking for?

  • Minimum 6 years of experience in Programming Languages & AI Platforms
  • Strong understanding of deep learning fundamentals, including LSTM, RNN, ANN, POS tagging, and Transformer models.
  • Strong understanding and proficiency in Agentic AI Frameworks.
  • Proven experience in fine-tuning pre-trained LLMs (e.g., GPT, LLAMA, Falcon, Mistral) and Quantization.
  • Knowledge of model quantization techniques (GPTQ, AWQ, 8-bit/4-bit models).
  • Proficiency in using orchestration frameworks, state and memory management.
  • Experience with model evaluation metrics such as BLEU, ROUGE, and perplexity.
  • Understanding of intent recognition, entity extraction, and generative dialogue management systems.
  • Excellent problem-solving skills and the ability to work in a fast-paced, collaborative environment.
  • Strong communication skills and the ability to convey complex technical concepts to non-technical stakeholders.
  • Good Understanding with Azure AI Foundary, Azure AI search, Indexing
  • Knowledge in Kubernetes is good to have.
  • Knowledge of Microsoft Event Hubs or Kafka Technologies
  • Experience with load testing and unit testing tools.
  • Proficient understanding source control and code versioning tools such as GIT, Azure DevOps etc.
  • Familiarity with CICD and DevOps.
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