Engineer, AI/ML
5 days ago
Be Our Engineer, AI/Machine Learning
As an Engineer, AI/Machine Learning, your responsibility will include proposing and developing innovative solutions for our business problems using AI and ML frameworks.
Who Are We?
CompAsia is a digital and technology company that provides end-to-end solutions for certified pre-owned devices focusing on the mobile phone life-cycle value chain. Our focus is on delivering a mobile phone lifecycle experience not limited to Trading, Financing and Insurance.
What Role Will You Play in Shaping CompAsia's Future?
- Design, develop and enhance our object/defect detection models with primary focus on accuracy, precision, and recall.
- Collaborate closely with cross-functional teams, including stakeholders, software engineers, and domain experts to understand project requirements and business objectives.
- Heavily involve in R&D work and fast prototyping of new models.
- Conduct in-depth analysis of model performance, identify areas for improvement, and implement strategies to enhance the overall accuracy of the object detection system.
- Utilize advanced machine learning techniques, such as hyperparameter tuning, transfer learning, and ensemble methods, to optimize and fine-tune existing models.
- Stay abreast of the latest advancements in object detection algorithms and contribute to the adoption of state-of-the-art methodologies to improve model capabilities.
- Design and implement scalable and efficient machine learning pipelines for data preprocessing, model training, and deployment.
- Work on the deployment strategies of the enhanced object detection model, ensuring seamless integration into production environments.
- Collaborate with stakeholders to communicate complex technical concepts and findings in a clear and understandable manner.
- Understand company challenges and how integrating AI capabilities can help lead to solutions.
What Qualifications and Experience Will You Bring to Excel in This Role?
- Bachelor's/Master's/Ph.D. degree in Computer Science, Machine Learning, Data Science, or a related field.
- Proven experience in developing and enhancing object detection models / defect detection models, with a focus on achieving higher accuracy.
- Strong programming skills in languages such as Python and proficient in machine learning frameworks (e.g., TensorFlow, PyTorch, Keras - CNN).
- Exposure to GenAI development will be advantageous.
- Solid understanding of computer vision concepts, image processing, and feature extraction techniques.
- Experience with data preprocessing, annotation, and augmentation for object detection tasks.
- Excellent problem-solving skills and the ability to work independently and collaboratively in a dynamic team environment.
- Strong communication skills with the ability to convey complex technical concepts to both technical and non-technical stakeholders.
- About 3-4 years of relevant working experience
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