AI Model Optimization Specialist

2 days ago


Kolhapur, India beBeeResearch Full time

Design and Optimize Large Language ModelsWe are seeking a highly skilled Research Engineer to help design, train, and optimize large language models. The ideal candidate will have strong expertise in building and optimizing LLM training and inference pipelines on cloud GPUs.Build and optimize LLM training and inference pipelines on cloud GPUs.Generate, curate, and maintain datasets for pretraining and finetuning.Implement and improve transformer architectures (attention, positional encodings, MoE).Optimize inference using FlashAttention, PagedAttention, KV caches, and serving frameworks like vLLM / sglang.Collaborate with research and product teams to design experiments, analyze results, and ship improvements.Key requirements:Strong Python skills and solid software engineering practices.Hands-on experience with LLM training and inference.Proficiency with PyTorch or JAX.Experience with Hugging Face libraries: transformers, trl, accelerate.Experience training on cloud-hosted GPUs and with distributed / mixed-precision training.Strong understanding of transformer internals: attention, positional encodings, MoE.Familiarity with writing prompts, tool definitions, and managing context for LLMs in real applications (langchain, pydantic, smolagents).



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