Remote Work: Hybrid
- Develop Test Strategies: Formulate comprehensive test strategies for both functional and performance testing within a Continuous Integration (CI) framework, specifically targeting Gen AI and ML-based features/models.
- Application Development: Create and maintain test applications for Gen AI and ML-based features/models across multiple programming environments, including Android Java, C++, and Python.
- Dataset Creation: Generate representative datasets that accurately reflect real-world scenarios to validate model accuracy and performance.
- Model Evaluation: Execute rigorous testing procedures to analyze the functionality and performance of AI and ML models. This includes evaluating object detection, recognition, and OCR capabilities.
Responsibilities:
- Develop comprehensive test strategies for both functional and performance testing of Generative AI and machine learning-based features/models, with a particular emphasis on computer vision applications.
- Design and implement test applications for Generative AI and machine learning models, including object detectors, recognizers, and OCR systems.
- Create and manage large, representative datasets for model training and validation, ensuring high-quality data annotation and effective dataset management.
- Execute and analyze model functionality and performance, providing detailed insights and recommendations for improvement.
Qualifications:
- Application Development Proficiency:
- Strong skills in application development, particularly with SDKs that offer various language bindings such as Android Java and Python.
- Python Scripting Expertise:
- Proficient in Python, with a deep understanding of machine learning, computer vision, data visualization, and data analysis packages.
- ML Testing and Performance Analysis:
- Extensive experience with machine learning testing strategies, including the ability to perform performance analysis of AI models.
- Familiarity with data science principles, including data annotation, visualization, cleaning, statistical analysis, data governance, and security.
- Model Evaluation and MLOps:
- Skilled in evaluating machine learning models, with a solid understanding of model evaluation metrics.
- Experience with MLOps practices and platforms, such as Weights & Biases, to streamline model development and deployment processes.
- Computer Vision Focus:
- Proven experience in computer vision projects, particularly those involving large and complex datasets.
- Ability to manage and annotate large datasets effectively to ensure accurate model validation and performance tuning.
- Prior experience in testing AI solutions in a production environment.
- Experience working with generative AI models and their specific challenges.
- Strong analytical and problem-solving skills, with a keen attention to detail.
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