5 дней назад
System and Analog Data Scientist (Semiconductor)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
System and Analog Data Scientist (Semiconductor): Developing data collection pipelines and predictive machine learning models for SoC and analog circuit design, verification, performance, reliability, and yield with an accent on statistical analysis, deep learning, and semiconductor engineering data. Focus on designing experiments, identifying anomalies and correlations in large datasets, and integrating data science solutions into design and test workflows.
Location: Haifa, Israel
Company
Develops complex system-on-chip (SoC) and analog circuit solutions.
What you will do
- Develop data collection, cleaning, and transformation pipelines for system and analog design and test data.
- Apply statistical analysis, machine learning, and deep learning to identify patterns, anomalies, and correlations in large datasets.
- Create predictive models for circuit performance, reliability, and yield to inform design decisions and reduce design iterations.
- Design and execute experiments to validate models and measure the impact of data-driven insights on product development.
- Collaborate with design, verification, and test engineering teams to integrate data science solutions into existing workflows.
- Present analytical findings through clear visualizations and reports to technical and non-technical stakeholders.
Requirements
- Bachelor’s, master’s, or doctoral degree in Electrical Engineering, Computer Science, Data Science, Statistics, or a related quantitative field.
- 3+ years of experience applying data science and machine learning techniques to engineering problems, preferably in the semiconductor industry.
- Strong programming skills in Python and R, including Pandas, NumPy, Scikit-learn, TensorFlow, or PyTorch.
- Experience with statistical modeling, regression, classification, clustering, time-series analysis, and deep learning architectures.
- Understanding of semiconductor design flows, analog circuit fundamentals, and system-level architectures.
- Strong problem-solving, communication, collaboration, and presentation skills.
Nice to have
- Familiarity with data warehousing, SQL, and big data technologies such as Spark or Hadoop.
Culture & Benefits
- Regular full-time employment.
- Shift 1 schedule in Israel.
- Work alongside design, verification, and test engineering teams.
Будьте осторожны: если работодатель просит войти в их систему, используя iCloud/Google, прислать код/пароль, запустить код/ПО, не делайте этого - это мошенники. Обязательно жмите "Пожаловаться" или пишите в поддержку. Подробнее в гайде →