- Data Analysis and Exploration
- Explore, clean, and preprocess large datasets from semiconductor manufacturing equipment to extract valuable insights.
- Identify patterns, trends, and anomalies in equipment data to inform predictive maintenance strategies.
- Develop dashboards geared to analyze the health and effectiveness of the equipment.
- Model Development and Implementation
- Design and develop machine learning models for predicting equipment-related failures.
- Implement predictive algorithms and integrate them into the software platform for real-time decision support.
- Feature Engineering
- Create insightful features from equipment raw data, configuration parameters, maintenance history, and other data sources to provide more intelligence to the system and enhance the model accuracy.
- Collaboration with Cross-Functional Teams
- Work closely with software engineers, data engineers, domain experts, product management, sales, and other stakeholders to develop the right features for the customer and enhance platform capability.
- Validation and Evaluation
- Support customer evaluations by providing integrating useful feedback into quick turn-around releases.
- Help provide the customer with a basic understanding of the platform to optimize their experience.
- Documentation
- Document model strategies and methodologies to ensure clear communication across the team and stakeholders
- Stay Informed on Industry Trends
- Keep up to date on the latest advancements in data science with a particular emphasis on predictive analytics in the semiconductor space.
- Able to work in fast-paced environment
- Strong propensity to continually learn
- Well-organized, strong engineering problem-solving skills, and accurate reporting
- Bachelor of Science in Engineering (Software Engineering) or similar education.
- 3 or more years of experience in agile software development in area of data processing & analytics
- Experience in AI/machine learning framework, e.g. Scikit-learn, TensorFlow, PyTorch
- Programming skills in Python, JavaScript / Typescript,
- Familiar with cloud computing & microservice architecture
- Solid knowledge and hands-on experience in:
- Linux & Windows OS
- Docker container technology
- Database technology
- Strong interest in advanced data analytics, machine learning technique and cloud solution
- Proficiency in written and spoken English
- Well-organized, strong engineering problem-solving methodology
- Team player with good working attitude and communication and interpersonal skills
- Flexibility to travel internationally as required
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