Job Description

Senior Data Scientist (PhD) - Computer Vision

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Responsibilities are:

• Analysis & documentation of business problem
• Demonstrate clear thought process & reasoning when suggesting an approach.
• Develop clean & elegant solutions to technical problems. Avoid force-fitting of same model/approach for every problem & over-complication with exotic-sounding approaches/models.
• Find, read, digest & explain related literature for specific problems (arxiv etc.) & suggest the best direction to take
• Ownership of model development (Computer Vision algorithms & Deep learning models)
• Ownership of model improvement with scientific & logical analysis of model failures
• Develop clean code for reproducible experiments, use git/dvc for code/data/model version control & MLflow to trace the results
• Present, in detail, the model performances and limits to stakeholders
• Fully understand the frameworks/models being proposed/used
• Go deep into project to identify & frame clear problem statements/ open challenges in current work
• Identify & point out risk & challenges, suggest mitigation and scope the work accordingly
• In-depth written analysis of approach / problems / challenges / solutions
• Technical review of other team members\' work
• Animate technical discussions in various forums
• Identify re-usable components/framework/assets
• Help evaluate vendor products /solutions
• Help with interviewing candidates for further growth of team
• Technical tutorship and/or mentoring of less experienced people
• Drive joint research with academia
• Explore new state-of-the-art models
• Participate/ contribute in conferences

Michelin