工作內容:
1. 將AI ISP 影像處理模型部署至車用控制器平台(如 Qualcomm、NVIDIA、黑芝麻、MTK及各家NPU 等),確保AI模型在各類平台穩定運行。
2. 依據產品需求,評估模型在 GPU、CPU、NPU 等運算單元上的算力需求與資源佔用,進行性能分析與優化。
3. 與 AI ISP 演算法開發人員合作,完成模型移植、壓縮、加速與平台適配。
4. 針對不同平台環境進行測試與調優,確保模型滿足車用場景的即時性、穩定性與可靠性要求。
5. 參與車載系統軟硬體整合,協助解決模型部署過程中的技術問題。
6. 持續關注車用 AI SoC、NPU 與 ISP 平台的最新技術動態,熟悉各家平台與NPU使用方式,並提出相關改善與升級建議。
技能描述:
1. 資訊工程、電機電子工程、光電工程、影像處理等相關專業碩士及以上學歷。
2. 5年以上AI 模型開發或平台部署經驗。
3. 熟悉深度學習模型部署流程,具備 TensorRT、ONNX Runtime、TVM 或類似工具的經驗。
4. 具備 C/C++、Python 程式開發能力,了解嵌入式 Linux 環境。
Responsibilities:
1. Deploy AI ISP models onto automotive computing platforms (e.g., Qualcomm, NVIDIA, Black Sesame, MTK and NPU-based platforms), ensuring stable runtime performance.
2. Evaluate computational requirements and system resource usage (GPU, CPU, NPU, etc.) based on product needs, and perform resource consumption and performance optimization.
3. Collaborate with AI ISP algorithm developers to handle model porting, compression, acceleration, and platform adaptation.
4. Conduct testing and fine-tuning across different automotive platforms to guarantee real-time, stability, and reliability standards.
5. Support software-hardware integration for automotive systems and troubleshoot deployment-related technical issues.
6. Stay updated with the latest automotive AI SoC, NPU, and ISP platform technologies, providing insights for improvements and upgrades.
Skills Qualification and Experience:
1. Master's degree or above in Computer Science, Electrical/Electronic Engineering, Optoelectronics, Image Processing, or related fields.
2. Minimum of 5 years of experience in AI model development or platform deployment.
3. Familiar with deep learning model deployment workflows, with hands-on experience in tools such as TensorRT, ONNX Runtime, TVM, or similar frameworks.
4. 4Proficient in C/C++ and Python programming, with a solid understanding of embedded Linux environments.
Linker Vision 給你帶來AI的全新視野!我們是一群年輕、充滿熱情的AI愛好者於2021年創立的公司。在這裡,我們不僅專注於開發AI自動學習平台,也投入研究建設智慧工廠和智慧城市的軟實力,實現用科技真正改變世界。
Are you ready to dive into the exciting world of computer vision AI development? At Linker Vision, you'll collaborate with a talented team to build an innovative AI platform that promises to revolutionize the industry. We're passionate about pushing the boundaries of AI technology and making a difference in the world. Join our dynamic team where innovation thrives, and your contributions matter.
▋What You Will Do:
▸ Participate in the entire development lifecycle of the MLOps platform
▸ Collaborate with Front-end developers to integrate user-facing elements with server side logic
▸ Collaborate with data engineers and data scientists to assist in the practical implementation of complex domain knowledgecould accelerate the ML dev cycle (MLOPs).
▸ Ability to adapt flexibly to various unforeseen and unfamiliar challenges
▸ Build reusable code and libraries for future use
▋What Skill/Experience You Must Have:
▸ Proficient in Python and Experience Python web frameworks (We use Django & Django Rest Framework)
▸ In-depth understanding containerized technologies and management tools (e.g Docker, Kubernetes, Helm)
▸ Experience in parallel task processing.
▸ Familiar with RDBMS (We use PostgreSQL) and having experience of performance tuning
▸ Familiar with cloud platforms (e.g. Azure, AWS, GCP)
▸ Familiar with writing unit tests, integrations tests and automation
▸ Experience in CI/CD tools (e.g. Github Action, Jenkins and Drone CI)
▋Our Values
❮Adaptive❯
We do our best to plan, but we also understand that keeping up with changes is challenging. Therefore, managing chaos is significant, particularly when growing a business.
❮Agile❯
Hacker spirit is within everyone's blood, not just engineers. We always find ways to unblock obstacles, make things work, and hold ourselves accountable for the result.
❮Teamwork❯
One man alone may have blind spots. That's why we need to team up and rely on each other.
▋面試流程
Stage 1. HackerRank Coding Test (1h)
Stage 2. RD Manager (1h)
Stage 3. CTO (1h)
Stage 4. CEO (40mins-1h)