Data Scientist - Model Optimization jobs in United States
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Quadric · 1 month ago

Data Scientist - Model Optimization

Quadric is a company that has developed an innovative general purpose neural processing unit architecture. The role involves joining the data science team to focus on model optimization, researching and validating techniques to enhance neural network performance on their GPNPU.

ComputerHardwareSemiconductor
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H1B Sponsor Likelynote

Responsibilities

Design statistically rigorous experiments to compare PTQ, QAT, pruning, and mixed‑precision schemes on vision, language, and multimodal models
Build calibration datasets; develop Python notebooks/dashboards to track accuracy, latency, power, and memory trade‑offs
Perform layer‑ and token‑level error analysis to guide numerical‐format choices
Partner with compiler team to convert your findings into turnkey SDK flows and reference configs
Publish internal whitepapers, external benchmarks, and present results to customers and at industry events
Monitor academic literature in compression and efficient inference; translate promising ideas into reproducible prototypes

Qualification

ML model optimizationQuantization theoryPythonPyTorchTensorFlowFixed-point arithmeticCNNsTransformersDNN architecturesStatistical calibrationData visualization toolsNumPyPandasSciPyMatplotlibPlotlyQuantization toolkit

Required

M.S./Ph.D. in CS, EE, Applied Math, or similar, with 5 + years in ML model optimization or data‑science‑driven research
Deep grasp of fixed‑point arithmetic, quantization theory, and statistical calibration
Fluent in Python, PyTorch or TensorFlow, NumPy/Pandas/SciPy, and data‑viz tools (Matplotlib/Plotly)
Hands‑on with at least one quantization toolkit (PyTorch FX/PTQ/QAT, TF‑Lite, ONNX‑Runtime, TVM, MLIR Quant)
Working knowledge of CNNs, Transformers and DNN architectures

Benefits

Health Care Plan (Medical, Dental & Vision)
Retirement Plan (401k, IRA)
Life Insurance (Basic, Voluntary & AD&D)
Paid Time Off (Vacation, Sick & Public Holidays)
Family Leave (Maternity, Paternity)
Work From Home
Free Food & Snacks

Company

Quadric

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Quadric develops semiconductor intellectual property and tools for on-device artificial intelligence computing.

H1B Sponsorship

Quadric has a track record of offering H1B sponsorships. Please note that this does not guarantee sponsorship for this specific role. Below presents additional info for your reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2025 (1)

Funding

Current Stage
Growth Stage
Total Funding
$73.75M
Key Investors
BEENEXTDensoNSITEXE
2026-01-14Series C· $30M
2022-12-15Series B· $5.5M
2022-12-15Debt Financing

Leadership Team

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Daniel Firu
Co-Founder & CPO
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Company data provided by crunchbase