Deep Learning Computer Vision Engineer
4 days ago
Sonitec Overview
We are seeking a skilled Senior Computer Vision Data Engineer to join our team.
The position reports to the VisionAI team lead. You will develop innovative Deep Learning based Computer Vision systems, including building and maintaining the MLOPs pipeline, from collecting and curating datasets to training and benchmarking deep learning models, exploring data, generating synthetic data, and optimizing hyperparameters.
Job Description
- Develop a robust MLOPS pipeline for computer vision applications.
- Collect and prepare datasets for analysis.
- Design and implement tools for datasets curation.
- Create automatic EDAs (Exploratory Data Analysis) for datasets quality review.
- Develop data sampling methods.
- Design synthetic dataset generation processes.
- Evaluate model performance using benchmarks.
- Perform HPO (Hyper Parameters Optimization) on models.
- Train and fine-tune deep learning models.
- Enhance deep learning Computer Vision model architecture.
Required Skills and Qualifications
- Bachelor of Science degree in Computer Science or similar technical field of study or equivalent practical experience.
- Minimum 3 years' experience working with datasets management and MLOPS, Machine Learning, Deep Learning.
- Experience with MLOPS tools, pipelines and monitoring frameworks (APMs).
- Strong knowledge of Python programming language.
- Familiarity with popular deep learning frameworks, such as TensorFlow or PyTorch.
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