Machine Learning Engineer
10 hours ago
Job Title: Machine Learning Engineer - Image Processing and Computer Vision
About the Role:
We are seeking a highly skilled Machine Learning Engineer with expertise in image processing and computer vision to join our team at Perfios Software. As a key member of our engineering team, you will be responsible for designing and implementing deep learning models for image-related tasks.
About the Job:
The successful candidate will have hands-on experience with image data and CNN-based architectures. You should have worked on deep learning frameworks like PyTorch, TensorFlow, or Keras and be proficient in Python with packages like NumPy, Pandas, and OpenCV.
Key Responsibilities:
- Collaborate with product and engineering teams to understand requirements and devise possible solutions.
- Explore existing research papers, ideas, and codebases that can be leveraged in current tasks.
- Search for open-source datasets and/or design synthetic data pipelines (including data augmentation).
- Devise and implement experiments using DL/ML models.
- Evaluate the experiments to find failure patterns and come up with improvements in data/model architecture/loss function etc.
- Communicate results and ideas to key stakeholders.
- Optimize the models for production and collaborate with software engineers for deployment.
Requirements:
- Hands-on experience in dealing with image data and CNN-based architectures.
- Should have worked on deep learning frameworks (like PyTorch, TensorFlow, Keras etc.).
- Proficient in Python and packages like Numpy, Pandas, OpenCV.
- Good understanding of data structures and algorithms along with OOPS, Git, SDLC.
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