Ml Engineer For Llm Inference

Hirehi
Madrid, Spain
13 days ago
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Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Working hours
Regular working hours
Languages
English, Russian

Tech stack

Artificial Intelligence Computer Vision C Sharp (Programming Language) Nvidia CUDA Python (Programming Language) Linux Kernel Language Modeling Open Source Technology OpenAI Pytorch Large Language Models SGLang
+2 more
TensorRT Model Inference

Job description

????????Social Discovery Group is a group of social discovery companies that addresses loneliness, isolation, and disconnection by transforming virtual intimacy into the new normal.Its products are social entertainment platforms designed to connect people online across different cultures and regions.??????Speed up and scale LLM inference in production using SGLang, KV and prefix caching, batching, quantization, and speculative decodingRun distributed inference for very large models with up to 1T+ parameters across multi-GPU and multi-node setupsBenchmark new GPU servers and hardware, bring them into production, and adapt serving code to themLead the NLP and CV teams technically by reviewing experiments, setting direction, and stepping in early when neededTrain and fine-tune language models, and improve the agent harnesses and chat algorithm that run on themTrack cutting-edge research and open-source work in inference and post-training, and turn it into the ML roadmapCollaborate with validation, content, and dataset preparation teams to design experiments and measure model quality??????????Deep hands-on experience optimizing LLM inference in production with SGLang, vLLM, or TensorRT-LLMExperience with distributed inference or training of large models, including MoE, tensor/expert/pipeline parallelism, and multi-node GPU clustersStrong understanding of inference performance, including KV cache, attention kernels, batching, quantization, and GPU profilingExperience training and fine-tuning LLMs, including post-training such as RLHF or DPOProven technical leadership, including guiding engineers through reviews, mentoring, and technical decisions while continuing to write codeProficiency with PyTorch, transformers, and related librariesAdvanced English or Russian????? ??????: experience at AI-focused startups or companies such as Character AI or OpenAI, backend engineering experience with Python, Go, or C#, knowledge of scalable deployment systems, CUDA or Triton kernel development, a computer vision background, experience accelerating large generative image or video models, experience with multimodal LLMs, first-author papers or notable open-source work such as contributions to SGLang, vLLM, or post-training libraries, a degree in CS, math, or physics from a strong program (MSc or PhD)???????The initial pay level or pay range for this role will be shared with candidates during the recruitment process and before the commencement of employment28 Calendar days of vacation per year7 Wellness days per year that can be used to deal with household issues or recover without taking sick leaveBonuses up to $** for recommending successful applicants for positions in the company50% Payment for professional training, international conferences, and meetingsCorporate discount for English lessonsHealth benefits: if not eligible for corporate medical insurance, employees receive compensation of up to $1,000 gross per year for health insurance or doctors’ fees for themselves and close relativesThe company provides equipped workplaces and necessary equipment in its offices or co-working locations; elsewhere, it reimburses workplace costs up to $1,000 gross once every 3 years#J-***-Ljbffr

Requirements

tensor/expert/pipeline parallelism, and multi-node GPU clustersStrong understanding of inference performance, including KV cache, attention kernels, batching, quantization, and GPU profilingExperience training and fine-tuning LLMs, including post-training such as RLHF or DPOProven technical leadership, including guiding engineers through reviews, mentoring, and technical decisions while continuing to write codeProficiency with PyTorch, transformers, and related librariesAdvanced English or Russian????? ??????: experience at AI-focused startups or companies such as Character AI or OpenAI, backend engineering experience with Python, Go, or C#, knowledge of scalable deployment systems, CUDA or Triton kernel development, a computer vision background, experience accelerating large generative image or video models, experience with multimodal LLMs, first-author papers or notable open-source work such as contributions to SGLang, vLLM, or post-training libraries, a degree in CS, math, or physics from a strong program (MSc or PhD)???????The initial pay level or pay range for this role will be shared with candidates during the recruitment process and before the commencement of employment28 Calendar days of vacation per year7 Wellness days per year that can be used to deal with household issues or recover without taking sick leaveBonuses up to $** for recommending successful applicants for positions in the company50% Payment for professional training, international conferences, and meetingsCorporate discount for English lessonsHealth benefits: if not eligible for corporate medical insurance, employees receive compensation of up to $1,000 gross per year for health insurance or doctors’ fees for themselves and close relativesThe company provides equipped workplaces and necessary equipment in its offices or co-working locations; elsewhere, it reimburses workplace costs up to $1,000 gross once every 3 years#J-***-Ljbffr

About the company

????????Social Discovery Group is a group of social discovery companies that addresses loneliness, isolation, and disconnection by transforming virtual intimacy into the new normal. Its products are social entertainment platforms designed to connect people online across different cultures and regions.

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