1. AI-Driven Log Triage: Design and implement NLP (Natural Language Processing) or pattern-recognition models to automatically classify, filter, and extract root-cause signatures from massive daily SSD failure logs.
2. Anomaly Detection & Fuzzing: Develop ML-based fuzzing frameworks to autonomously generate boundary-pushing NVMe/PCIe commands to proactively uncover zero-day firmware vulnerabilities.
3. Digital Twin Emulation: Analyze complex telemetry and trace data from top-tier datacenter customers to build predictive models and digital twin testing workloads.
4. Data Pipeline Optimization: Build robust data pipelines to aggregate test results from 100+ concurrent testing servers into a centralized, queryable database for SVD dashboards.
5. Cross-Functional Collaboration: Partner directly with SSD domain experts (Firmware Validation Leads) to translate hardware testing pain points into software/AI solutions.
學歷:大學以上
1. Master’s or Bachelor’s degree in Computer Science, Data Science, Statistics, Electrical Engineering, or a related field.
2. 3+ years of hands-on experience in Machine Learning, Data Mining, or AIOps.
3. Strong Programming Skills: Proficiency in Python is mandatory. Familiarity with C/C++ or Go is a plus.
4. AI/ML Frameworks: Solid experience with ML libraries (e.g., Scikit-learn, TensorFlow, PyTorch, Pandas, NumPy).
5. Data Engineering: Experience dealing with unstructured data, text parsing (Regex, NLP), and time-series data analysis.
6. Experience developing LLM-based applications.
加分條件
1. Basic knowledge of computer architecture, operating systems (Linux kernel), or storage interfaces (PCIe, NVMe, SATA, USB).
2. Experience in QA automation, CI/CD pipelines (Jenkins, Git), or software testing methodologies.
3. Experience with LLMs (Large Language Models) or RAG (Retrieval-Augmented Generation) for enterprise internal tool development.
慧榮科技(Silicon Motion Technology Corp., NasdaqGS:SIMO)是NAND Flash快閃記憶體控制晶片的全球領導者,擁有超過20年的設計開發經驗,為SSD及其他固態儲存裝置提供領先業界的高效能儲存解決方案,應用範圍包括資料中心、個人電腦、智慧型手機、商業及工控應用。對NAND Flash特性的深入瞭解讓我們開發出最廣泛的控制晶片IP組合,進而設計出搭載韌體控制晶片平台的獨特、高度優化配置的IC,以及完整的控制晶片Turnkey解決方案。慧榮控制晶片相容性居業界之冠,支援Kioxia、Micron、Samsung、SK Hynix、Solidigm、Western Digital 及 YMTC所生產的各式快閃記憶體,我們的客戶遍及全球,包括所有NAND Flash大廠、儲存裝置的模組廠、大型資料中心及其他OEM大廠。
我們是SSD控制晶片的全球領導者,應用領域包括PC和其他消費性裝置、企業級和資料中心。同時,也是嵌入式eMMC/UFS控制晶片的全球領導者,應用於智慧型手機和IoT裝置。 憑藉豐富的控制晶片經驗,我們為工控、商用和車用市場提供可訂製化、小尺寸的單晶片SSD解決方案。 慧榮於1995年成立於美國加州矽谷,目前企業辦公室設立於香港、台灣及美國。
務實: 我們穩健經營,專注本業,精益求精,以認真的態度透過執行力將每項領域都做到最好。
誠信: 以誠信為本,對於客戶及員工我們在互信的基礎上,建立誠實、互信與互重的伙伴關係。
創新: 挑戰自我,以持續創新精神,提升企業核心競爭力。