Data Scientist
  • Excelon Solutions
3 Days Ago
NA
W2
Grapevine-TX
8-15 Years
Required Skills: Docker, Kubernetes, CI/CD , Python, YOLO, OpenCV, Detectron2, PyTorch, TensorFlow
Job Description
Key Responsibilities
  • Design, develop, and deploy computer vision models for real-world applications such as object detection, image segmentation, OCR, and video analytics
  • Build scalable, low-latency inference pipelines for real-time or near real-time systems
  • Develop production-quality Python code with strong engineering principles (modular design, testing, maintainability)
  • Deploy and manage ML models using APIs and microservices architectures
  • Work with cloud or edge-based environments for model deployment and optimization
  • Implement monitoring, model evaluation, and performance tracking (e.g., drift detection, A/B testing)
  • Collaborate with cross-functional teams including product managers, engineers, and data teams
  • Analyze data quality, perform dataset annotation/augmentation, and troubleshoot model performance issues
  • Optimize models for performance, accuracy, and computational efficiency (GPU/latency improvements)
 
Required Skills & Experience
  • Strong hands-on experience in Computer Vision with real-world, production-deployed systems
  • Proficiency in Python with solid software engineering fundamentals (OOP, APIs, testing frameworks)
  • Experience with CV frameworks/tools such as YOLO, OpenCV, Detectron2, PyTorch, TensorFlow
  • Proven experience deploying ML models into production environments (not just experimentation)
  • Experience with Docker, Kubernetes, CI/CD pipelines, and model deployment tools (e.g., MLflow)
  • Strong understanding of APIs and microservices architecture (FastAPI, Flask, etc.)
  • Experience working with real-time or low-latency systems
  • Knowledge of model monitoring, drift detection, and performance tuning
  • Strong understanding of the data lifecycle including annotation, augmentation, and data quality challenges
  • Ability to debug model performance issues and explain trade-offs in model design

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