Machine Learning Performance Engineer in Mundelein
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Role details
Tech stack
Job description
Goliath is partnered with an established quantitative trading firm seeking an engineer to improve the performance of machine learning models in production.
Requirements
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2+ years improving deep learning inference performance in production environments where speed or throughput is critical \n
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Strong Python and C++, with experience working beneath the high-level APIs of frameworks such as PyTorch or JAX \n
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Practical experience developing custom GPU kernels and using inference optimization tools \n
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Detailed knowledge of GPU execution, memory behavior, and mixed-precision computation \n
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A measurement-driven approach to profiling systems and comparing performance across different hardware architectures \n, * Experience deploying or optimizing models on FPGAs or ASICs \n
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Familiarity with inference workloads where individual predictions must be delivered with exceptionally low latency
Benefits & conditions
Working within its central engineering group, you’ll tackle the hardware and software challenges behind fast, reliable inference. The work combines hands-on GPU optimization with broader decisions about how and where models should run, alongside specialists in machine learning, computing infrastructure, and hardware acceleration.
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They are currently looking for a Machine Learning Performance Engineer based in New York.
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Write and tune GPU kernels to accelerate production inference \n
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Investigate performance bottlenecks, from memory access patterns to communication between hardware components \n
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Reduce model size and computational demands while preserving numerical stability \n
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Compare hardware options and help determine the best deployment approach for demanding trading workloads \n
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Partner with researchers and engineering teams to bring optimized models into production \n
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Essential Skills
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