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Main purpose of the role:
วัตถุประสงค์ของตำแหน่งงาน
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To develop and build AI models for defect detection and robotic vision, and collaborate with engineering teams and partners to deliver practical AI vision solutions for real production environments.
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Key accountabilities:
ขอบเขตความรับผิดชอบหลัก
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- Design and manage image datasets and databases for AI Vision.
- Manage the data collection process of product image from the manufacturing stakeholder for model training.
- Manage data engineer and govern data labeling standards to ensure accuracy and consistency.
- Perform data preprocessing and augmentation to improve diversity.
- Develop and train AI (Computer Vision) models for detection, classification, and segmentation.
- Optimize and fine-tune models to achieve the right balance between False Reject and False Accept.
- Test and evaluate model performance using metrics proper metrics per usecase
- Perform error analysis from trained model and continuously improve performance.
- Build and maintain a data feedback loop (production data → model retraining)
- Collaborate with Production, Quality teams, and university partners
- Translate customer requirements and acceptance criteria into model training conditions
- Support model deployment (pilot and full-scale implementation)
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