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High Tech Engineering Center Kft.

AI Inference Engineer

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  • Building and optimizing inference pipelines for large-scale model serving
  • Working with frameworks like PyTorch, TensorRT, and vLLM to deploy models efficiently
  • Implementing and optimizing ML models using techniques such as quantization, kernel fusion, and efficient batching
  • Optimizing and implementing core ML operators such as GEMMs, convolutions, activations
  • Investigating and resolving issues through system-level debugging and performance analysis
  • Defining and applying practices for testing, deployment, and scaling AI systems
  • BSc/MSc in Computer Science, Engineering, Mathematics, or related discipline
  • Strong programming skills in C/C++ or Python in Linux environments using common development tools
  • Solid knowledge of computer architecture, system software, data structures
  • Hands-on experience implementing algorithms in high-level languages (C/C++/Python)
  • Exposure to specialized hardware such as GPUs, FPGAs, DSPs, AI accelerators and frameworks such as OpenCL or CUDA
  • Experience designing or working with high-performance software systems
  • Solid knowledge of ML fundamentals
  • Experience in model serving frameworks such as Triton Inference Server, DeepSpeed Inference, vLLM
  • Experience with ML runtimes such as ONNX Runtime, TVM, IREE, XLA
  • Experience deploying ML workloads across distributed systems
  • Experience implementing and optimizing ML operators and kernels with focus on vectorization and efficient execution
  • Experience in hardware-aware optimizations and performance tuning
  • 2+ years of experience developing software targeting AI hardware
  • Contribution to open-source projects such as LLVM/MLIR, PyTorch, TensorFlow, ONNX Runtime, xDSL, IREE

Skills

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