07 Aug
|
Kavi Software Technologies
|
Chennai
07 Aug
Kavi Software Technologies
Chennai
Senior Data Scientist Computer Vision
Join our team as a Senior Data Scientist specializing in Computer Vision, where you will lead the design, development, and deployment of cutting-edge vision-based machine learning models. In this role, you will tackle complex real-world business challenges by building scalable AI solutions. We are looking for an expert with a deep understanding of image and video processing who can seamlessly bridge the gap between technical innovation and business impact.
Key Responsibilities:
- Develop and deploy sophisticated computer vision models for tasks including object detection, image classification, segmentation, OCR, and real-time video analytics.
- Manage large-scale datasets by overseeing collection, annotation strategies, cleaning, and data augmentation to ensure high-quality model training.
- Architect and optimize deep learning frameworks such as CNNs, Vision Transformers, GANs, and YOLO for production-ready environments.
- Collaborate with cross-functional engineering, product, and MLOps teams to integrate vision models into end-to-end production pipelines.
- Enhance model performance and scalability through quantization, pruning, and conversion for edge deployment using ONNX or TensorRT.
- Execute rigorous experiments and statistical analyses, including A/B testing, to validate model accuracy and assess business outcomes.
- Keep abreast of state-of-the-art research in computer vision and deep learning to identify and implement cutting-edge solutions for business problems.
- Mentor junior scientists and establish best practices for robust model development, evaluation, and documentation.
- Partner with data engineering to build high-performance, scalable data pipelines tailored for vision workloads.
- Required Skills & Qualifications
- 7+ years of professional experience in Machine Learning with a specialization in Computer Vision.
- Advanced degree (Master's or Ph.D. preferred) in Computer Science, Electrical Engineering, or a related quantitative field.
- Expert proficiency in Python and frameworks like PyTorch, TensorFlow, or Keras.
- Hands-on experience with CV libraries such as OpenCV, YOLO, Detectron2, and MMDetection.
- Strong background in CNNs, Vision Transformers (ViT), and image preprocessing techniques.
- Proven experience deploying models via Docker, Kubernetes, FastAPI, ONNX, and TensorRT.
- Skilled in cloud AI/ML services across AWS, GCP, or Azure (e.g., SageMaker, Vertex AI).
- Deep knowledge of data structures, algorithms, and software engineering best practices.
- Experience managing large datasets with SQL, Spark, Pandas, or Dask.
- History of taking ML models from research/prototypes into scalable production environments.
- Excellent communication, problem-solving, and cross-functional collaboration skills.
- Familiarity with MLOps, CI/CD pipelines, and edge AI hardware (NVIDIA Jetson, mobile inference).
📌 Senior Data Scientist (Chennai)
🏢 Kavi Software Technologies
📍 Chennai