Singapore HOMEBREW COMPUTER COMPANY PTE. LTD. Full time
Roles & Responsibilities
We are looking for a LLM Engineer/Researcher to continue to fine-tune and train our LLM models.
Responsibilities
Train and Fine-tune foundational LLM models (e.g. PEFT, Lora, QLora, latest research techniques)
Build and maintain LLM applications and infrastructure to meet business needs
Design LLM inference infrastructure to scalably deploy LLMs within infrastructural constraints
Research and utilise best of class tools within LLM ecosystem (e.g. Vector databases, LlamaIndex, etc)
Keep up with latest research around LLMs (e.g. sparse models, hardware-specific LLMs)
Research and keep up with latest use-cases of LLMs (e.g. RAG, Agents, etc)
Collaborate closely with LLM research teams to participate in foundation model research, specifically for training productivity-related LLMs.
Requirements
Experience with LLMs, including popular foundational models like Llama2 and MPT
Experience with training and fine-tuning foundational LLM models
Experience with quantisation techniques, including llama.cpp, GPTQ, etc
Experience with LLM related development, e.g. Llamaindex, Langchain, Vector DBs, Prompt Engineering etc
[Plus but not required] Experience running LLMs in production (e.g. Triton Inference Server, etc)
Tell employers what skills you have
Statistical Inference Machine Learning Usability User Experience Usability Testing fine tuning Inference engine User Experience Design User Research UX Databases