drjobs AI Inference Engineer - Large Language Models fmd

AI Inference Engineer - Large Language Models fmd

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Job Location drjobs

Heidelberg - Germany

Monthly Salary drjobs

Not Disclosed

drjobs

Salary Not Disclosed

Vacancy

1 Vacancy

Job Description

Overview:

You will join our product team in a position that sits at the intersection of artificial intelligence research and realworld solutions. We foster a highly collaborative work culture where you can expect to work closely with your teammates and have a high level of communication between teams through methodologies such as pair or mob programming.

Your responsibilities:

  • Model Inference:Focus on inference optimization to ensure rapid response times and efficient resourceutilizationduring realtime model interactions.

  • Hardware Optimization:Run models on various hardware platforms from highperformance GPUs to edge devices ensuringoptimalcompatibility and performance.

  • Experimentation and Testing:Regularly run experiments analyze outcomes and refinethestrategies to achieve peak performance in varying deployment scenarios.

  • Staying up to date with the current literature onMLSys

Your profile:

  • You care about making something people want. You want to ship something that will bring value to our users. You want to deliver AI solutions endtoend and not finish building a prototype.

  • Bachelorsdegreeor higherin computer science or a related field.

  • You understand how multimodal transformers work.

  • You understand the characteristics of LLM inference (KV caching flash attention and model parallelization).

  • You have handson experience with large language models or other complex AI architectures.

  • You have experience in system design and optimization particularly within AI or deep learning contexts.

  • You areproficientin Python andhavedeepunderstanding of deep learning frameworkssuch asPyTorch.

  • A deep understanding of the challenges associated with scaling AI models forlargeuser bases.

Nice if you have:

  • Previousexperience in a highgrowth tech environment or a role focused on scaling AI solutions.

  • ExpertisewithCUDAand Tritonprogramming and GPU optimization for neural network inference.

  • ExperiencewithRust.

  • Experience in adapting AI models to suit a range of hardware including different accelerators.

  • Experience in model quantization pruning and other neural network optimization methodologies.

  • Atrack recordof contributions to opensource projects (please provide links).

  • SomeTwitter presencediscussing ML Sys topics.

What you can expect from us:

Employment Type

Full-Time

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