Perfios - Senior Data Scientist - Computer Vision

We are seeking candidates with 4 - 6 years of hands-on experience in Computer Vision, with strong expertise in relevant computer vision technologies and applications.

What your average day would look like:

• 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.

Must have skills:

• 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.
• Mathematical intuition of ML and DL algorithms.
• Good understanding of Statistics, Linear Algebra and Calculus.
• Should be able to perform thorough model evaluation by creating hypotheses on the basis of statistical analyses.

Highly desired:

• Hands on experience with latest computer vision model architectures and concepts like ViTs, GANs, Diffusion, Vision Language Models.
• Knowledge of training and inference optimizations using CUDA, C++, ONNX, TensorRT, OpenVino etc. and profiling of ML pipelines.
• Worked on building production level APIs for serving models (Flask, Django, TF Serving).
• Hands-on experience of using MLOps tools.
• Champion best practices in data science, model development, and deployment while promoting a culture of continuous learning within the team.