AI/ML Quality Assurance Engineer

3 weeks ago

Noida, Uttar Pradesh, India Sumo Logic Full time

Solve Complex Observability and Security Problems


We are seeking a dedicated QE Engineer (AI/ML) to ensure the integrity and performance of our ML models through rigorous testing and validation.


Key Responsibilities



  • Design comprehensive test plans to assess the accuracy, reliability, and robustness of machine learning algorithms.
  • Develop, maintain, and expand an automated testing framework for evaluating the performance and accuracy of machine learning models.
  • Collaborate with ML Engineers and Product Managers to understand the user experience and product context of ML product features under test.
  • Work closely with ML Engineers to understand the structure, characteristics, and intended use of the datasets created for machine learning tasks.
  • Analyze test results meticulously, identifying discrepancies, diagnosing potential causes, and recommending corrective measures.
  • Establish benchmarks and metrics for model performance and ensure that machine learning outputs meet pre-defined quality standards.
  • Integrate quality assurance methodologies into the continuous integration and deployment pipeline (CI/CD) to ensure consistent delivery of high-quality machine learning applications.
  • Continuously monitor model performance post-deployment to detect and resolve issues through systematic re-testing and persistent optimization.

Requirements



  • 6+ years of experience testing around ML models.
  • Bachelor's or master's degree in Data Science, Computer Science, Statistics, Mathematics, or a related field.
  • Good understanding of machine learning concepts and model training processes.
  • Experience with data visualization tools and techniques.
  • Demonstrable skill in SQL and working knowledge of database technologies.
  • Solid understanding of statistical methods and their application in validating and testing ML models.
  • Familiarity with version control systems like Git, and CI/CD tools such as Jenkins or Travis CI.
  • Strong analytical and critical thinking skills with a problem-solving mindset.

About Sumo Logic


Sumo Logic is a cloud-native SaaS data analytics platform that solves complex observability and security problems. Our microservices architecture hosted on AWS ingests petabytes of data daily across many geographic regions. Millions of queries a day analyze hundreds of petabytes of data.

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