Multilingual NLP Engineer
4 weeks ago
We are seeking a highly skilled Multilingual NLP Engineer to join our team at gnani. As a key member of our NLP team, you will be responsible for developing and implementing intelligent voice bots and chatbots that enhance user interaction across multiple languages.
Key Responsibilities:
- Assist in developing multilingual voice and chatbot solutions that meet the needs of our diverse user base.
- Learn to extend the capabilities of large language models (LLMs) to support multiple languages through effective training strategies and data augmentation.
- Participate in fine-tuning LLMs using Parameter Efficient Fine-Tuning (PEFT) techniques, including Low-Rank Adaptation (LoRA).
- Support the development of Retrieval-Augmented Generation (RAG) systems that provide contextual information to improve the performance of NLP applications.
- Assist in model deployment and implementation of serving mechanisms such as VLLM and Sglang to ensure scalable deployment of NLP models.
- Utilize vector databases for efficient storage and retrieval of embeddings.
- Collaborate with cross-functional teams, including product managers, data scientists, and software engineers, to integrate NLP solutions into existing platforms.
Requirements:
- Minimum 3 years of experience in NLP or related fields, with a focus on voice bot and chatbot development.
- Proficiency in Python programming and familiarity with libraries like PyTorch.
- Basic experience with Hugging Face, SpaCy, Transformers, or other NLP libraries.
- Understanding of LLM fine-tuning techniques is a plus.
- Familiarity with serving mechanisms like VLLM and Sglang is desirable.
- Exposure to vector databases, LLamaIndex, CrewAI, Langchain, and Langsmith is beneficial.
- Basic knowledge of ML algorithms and evaluation metrics.
- Familiarity with Git and Agile project management tools is a plus.
Preferred Qualifications:
- Experience working with LLMs and fine-tuning using DPO, PPO, or PEFT techniques is a plus.
We are looking for a talented NLP engineer who is passionate about advancing the field of NLP through innovative technologies and eager to learn about model fine-tuning techniques across multiple languages. If you are a motivated and detail-oriented individual with a strong background in NLP, we encourage you to apply for this exciting opportunity.
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