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Senior Data Scientist - Computer Vision

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Description

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.

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