Software Engineer, AI Calibration

Updated about 1 month agoIT » Software Engineer

Job Description

Skymizer is developing a software stack for deploying AI models at various types of AI system-on-chips, from high-performance cloud to cost-effective edge devices.

As a software engineer of AI calibration, you will help develop a so-called “calibrator” tool for quantizing the data precision of AI models under the target machine’s constraints.

Your contribution is important for enabling those exciting deep neural network models really working in the daily life. Without calibrator, a deep neural network model trained under floating-point precision cannot run on a hardware with only small bit-width (such as int8 precision), which benefits cost and efficiency.

This job is also challenging, though. You will develop algorithms to minimize the quantization error.

We are heavily using C++. You should be familar with modern C++ techniques, and be able to program in a logical, reusable, and timely fashion.

Responsibility

  • Propose quantization strategies that can minimize the precision loss.
  • Deliver high-quality implementation on schedule.

Requirements

Minimum qualifications

  • Experience with C++ programming.
  • Experience with neumerical analysis.
  • Bachelor’s or above degree in Computer Science, Mathematic Science or related technical discipline.

Preferred qualifications

  • Knowledge of computer architecture.
  • Knowledge of deep neural network model.
  • Knowledge of model compression and quantization.
  • Knowledge of compiler framework such as MLIR, LLVM, or GCC.
1
1.1M ~ 1.3M TWD/year
Partial Remote Work
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Skymizer

12F.-2, No.408, Ruiguang Rd., Neihu Dist., Taipei City 11492, Taiwan (R.O.C.)

About us

Skymizer 是頂尖的編譯與虛擬化技術團隊,幫助客戶建立各式的虛擬機與編譯器,增加軟體效能、縮短 time-to-market 時間;目前我們已與世界級的公司合作,一起開發供深度學習 (deep learning) ASIC 使用的編譯器。除了內部產品,也積極開發及參與 Open Source 的專案。我們熱愛技術、想透過我們的雙手讓軟體界變得更好,為此,需要你的加入!

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