Senior NLP Engineer

3 weeks ago

Bangalore, India GNANI INNOVATIONS PRIVATE LIMITED Full time

Job Title: Senior NLP Engineer - Multilingual Voice Bot and Chatbot Developer

Job Summary:

We are seeking a highly skilled Senior NLP Engineer to join our team at GNANI INNOVATIONS PRIVATE LIMITED. The ideal candidate will have a strong background in developing multilingual voice bots and chatbots, with expertise in pretraining and continual pretraining of large language models (LLMs) for multiple languages.

Key Responsibilities:

  • Develop multilingual voice and chatbot solutions that leverage advanced NLP techniques to enhance user interaction across multiple languages.
  • Extend LLM capabilities to support multiple languages through effective training strategies and data augmentation.
  • Fine-tune LLMs using Parameter Efficient Fine-Tuning (PEFT) methods, particularly Low-Rank Adaptation (LoRA), to efficiently fine-tune large language models for specific applications while minimizing computational costs.
  • Implement Retrieval-Augmented Generation (RAG) systems that provide contextual information to enhance the performance of NLP applications in various languages.
  • Deploy NLP models using serving mechanisms such as VLLM and Sglang to ensure scalable and efficient deployment of NLP models.
  • Collaborate with cross-functional teams to integrate NLP solutions into existing platforms.
  • Stay updated on the latest advancements in NLP, voice technologies, and machine learning to continually improve our applications.

Requirements:

  • Minimum of 5 years of experience in NLP or related fields, with a focus on voice bot and chatbot development.
  • Proficiency in Python programming and experience with PyTorch.
  • Experience with huggingface, spacy, transformers, and other NLP libraries.
  • Strong understanding of LLM fine-tuning techniques, particularly PEFT and LoRA.
  • Experience with vector databases, LLamaIndex, CrewAI, Langchain, and Langsmith.
  • Hands-on experience with RAG-based applications and LLM technologies.
  • Familiarity with serving mechanisms like VLLM and Sglang.
  • Proficiency in conversational AI technologies such as LLM function calling, information retrieval, vector databases, embedding models, and autonomous agents.
  • Skills in data preprocessing and ETL processes for training datasets.
  • Knowledge of ML algorithms and evaluation metrics.
  • Proficient in Git and experience with Agile project management tools.
  • CUDA programming and experience.
  • Docker and Kubernetes.

Preferred Qualifications:

  • Experience working with LLM and fine-tuning using DPO, PPO, PEFT.
  • Proven experience fine-tuning and adapting LLM for multiple languages.

About Us:

GNANI INNOVATIONS PRIVATE LIMITED is a dynamic company that is passionate about advancing the field of NLP through innovative voice technologies and model fine-tuning techniques across multiple languages. We are committed to providing our customers with the best possible solutions and are looking for talented individuals to join our team.

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