Data Scientist/Senior Data Scientist
4800 - 8000 SGDMicron Semiconductor Asia Pte Ltd
As a Data Scientist at Micron, you will employ techniques and theories drawn from areas of mathematics, statistics, semiconductor physics, materials science, and information technology to uncover patterns in data from which predictive models, actionable insights, and solutions can be developed.
You will interact with experienced Data Scientists, AI Engineers and Business Areas Engineers teams to identify questions and issues for data analysis projects and improvement of existing tools. In this position, you will help develop software programs, algorithms and/or automated processes to cleanse, integrate, and evaluate large datasets from multiple disparate sources. There will be significant opportunities to perform exploratory and novel solution development activities.
Key Responsibilities
Design and implement computer vision systems for object detection, image segmentation, anomaly detection, and automated inspection, including experience with vision inspection systems for volume/density measurement and defect monitoring.
Develop and deploy deep learning models (CNNs, LSTM, transformer-based architectures) for tasks such as image classification, time-series anomaly detection, and multimodal sentiment analysis, leveraging frameworks like TensorFlow, PyTorch, and Keras.
Apply advanced AI techniques including few-shot learning, generative AI, and multimodal fusion (text, image, time-series) to solve manufacturing and environmental monitoring challenges.
Extract, cleanse, and analyze large-scale datasets from SQL databases, cloud platform (GCP), and image data, applying rigorous outlier detection and missing data handling.
Lead cross-functional collaboration with engineering, operations, and quality teams, including experience in project management, technical writing, and training/mentoring engineers in AI applications.
Coordinate production deployment activities using MLOps best practices including model monitoring, data drift detection, versioning, and automated testing.
Communicate technical concepts and project outcomes effectively to both technical and non-technical stakeholders.
Required Qualifications
Bachelor’s degree in Computer Science, Data Science or AI.
Minimum 1-2 years of hands-on experience developing and deploying scalable AI applications in manufacturing, semiconductor, or electronics industries.
Required Technical Experience
Computer Vision: At least 1-2 years of working experience in designing and deploying computer vision models for industrial applications, including object detection, image segmentation, and automated inspection using OpenCV.
Deep Learning & AI: At least 1 year of working experience with deep learning frameworks (TensorFlow or PyTorch), including CNNs and generative AI.
Multimodal Analysis: Proven ability to work with multimodal datasets (image with text or time-series), including sentiment analysis or fusion of multiple data types.
- Programming & Data Engineering: Strong Python programming skills; at least 1 year working experience with SQL; familiarity with distributed computing frameworks (Spark or Hadoop).
Required Soft Skills
In working or research environment consistently demonstrated analytical and problem-solving skills, with a data-driven and research-oriented mindset for at least 2 years.
Effective communicator and collaborator, with experience in cross-functional project management and training.
Proven ability with at least 1 year working experience to work independently, manage multiple priorities, and deliver high-quality results in fast-paced, dynamic environments.
Proven track record of commitment to quality, continuous improvement, and adaptability in manufacturing settings.
Preferred Experience
Prior experience in the semiconductor industry (e.g., Intel, STMicroelectronics) or electronics manufacturing.
Hands-on involvement in integrating computer vision or NLP solutions into production systems.
Experience with large language models (LLMs), multimodal sentiment analysis, or generative AI.
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