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Senior Machine Learning Engineer

3 months ago

Chennai, India Zocket Full time

Role: ML Engineer - Computer Vision

Experience - 3-5 years

Base Location - Chennai


Job Responsibilities:

  • Design, develop, and implement cutting-edge machine learning models and algorithms for Generative AI and Computer Vision applications, focusing on areas such as image generation, visual transformers, and segmentation.
  • Conduct in-depth research and experimentation to explore novel techniques in deep learning and generative models (e.g., ViT, HQSam, SD, ControlNet) to generate realistic and diverse visual content.
  • Utilize computer vision techniques, including object detection, segmentation, and tracking to develop robust and accurate models for various applications.
  • Work closely with data scientists, software engineers, and domain experts to gather requirements, understand business needs, and design solutions that leverage generative AI and computer vision effectively.
  • Preprocess and analyze large-scale datasets, ensuring data quality, applying data augmentation techniques, and implementing appropriate feature engineering strategies.
  • Optimize and fine-tune machine learning models to improve performance, efficiency, and scalability, utilizing techniques such as model compression, pruning, and quantization.
  • Evaluate and benchmark different machine learning frameworks, libraries, and tools to identify the most suitable options for specific generative AI and computer vision projects.
  • Stay up-to-date with the latest advancements in machine learning, generative AI, and computer vision, actively participating in conferences, workshops, and research forums.
  • Collaborate with the team to publish research findings, methodologies, and technical papers, contributing to the machine learning community and enhancing our company's reputation.
  • Document research experiments, methodologies, and technical specifications, ensuring knowledge transfer and reproducibility of results.
  • Participate in code reviews, provide constructive feedback, and promote best practices in software development and machine learning engineering.

Skills required:

  • Bachelor's, Master's, or PhD degree in Computer Science, Engineering, Mathematics, or a related field, with a strong focus on machine learning, computer vision, or artificial intelligence.
  • Extensive experience in developing and deploying machine learning models for Generative AI and Computer Vision applications.
  • Proficiency in Python programming language and solid familiarity with frameworks and libraries such as TensorFlow, PyTorch, Keras, and OpenCV.
  • Deep understanding of deep learning architectures and generative models, including SD, ViT, SAM, ControlNet and their variants.
  • Strong knowledge of computer vision techniques, including object detection, segmentation, tracking, and image synthesis.
  • Proven experience in large-scale data processing, preprocessing, and feature engineering, with an emphasis on handling diverse and unstructured visual data.
  • Strong analytical and problem-solving skills, with the ability to explore and experiment with innovative solutions for complex generative AI and computer vision challenges.
  • Excellent communication and collaboration skills, with the ability to work effectively in cross-functional teams.
  • Solid understanding of software engineering best practices, version control systems (e.g., Git), and agile development methodologies.
  • Demonstrated research experience, publications, or contributions to the machine learning community are highly desirable.