NLP Model Developer

5 days ago


mangalore, India beBeeDataScientist Full time

Senior Data Scientist - Natural Language ProcessingAbout the RoleWe are seeking a Senior Data Scientist to spearhead our natural language processing initiatives, focusing on developing and optimizing large-scale language models and high-performance inference systems.Main Responsibilities:Design, train, and deploy cutting-edge NLP models, leveraging cloud-based GPU infrastructure and distributed training techniques.Curate and maintain extensive datasets for pretraining and finetuning, ensuring data quality and relevance.Implement and refine transformer architectures, incorporating attention mechanisms, positional encodings, and MoE strategies.Optimize inference processes using FlashAttention, PagedAttention, KV caches, and serving frameworks like vLLM / sglang.Collaborate with research and product teams to design experiments, analyze results, and drive innovation.Requirements:Expert-level Python skills and proficiency in software engineering best practices.Hands-on experience with NLP model training and deployment.Strong background in PyTorch or JAX, with expertise in Hugging Face libraries: transformers, trl, accelerate.Experience with cloud-hosted GPU training and mixed-precision optimization.Deep understanding of transformer internals: attention, positional encodings, MoE.Familiarity with writing prompts, tool definitions, and managing context for LLMs in real-world applications (langchain, pydantic, smolagents).


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