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Senior Software Engineer II, QE - ML/AI
Sumo Logic
posted 30d ago
Job Role Insights
Flexible timing
Key skills for the job
Job Description
- Design comprehensive test plans that rigorously assess the accuracy, reliability, and robustness of machine learning algorithms.
- Develop, expand, and maintain an automated testing framework tailored for evaluating the performance and accuracy of machine learning models
- Collaborate with ML Engineers and Product Managers to deeply 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), ensuring 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.
- Collaborate with ML Engineers to develop in-product ( live ) quality monitoring via mechanisms such as explicit feedback, user behavior tracking, or post-hoc annotation.
Requirements
- Having an experience of 6+ years in 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.
Preferred Skills
- Previous experience collaborating with data science teams and leveraging their datasets in a testing environment.
- Experience with Docker, Kubernetes, or similar container and orchestration platforms is advantageous.
- Exceptional attention to detail and a passion for achieving data accuracy through rigorous testing.
- Experience with modern DevOps monitoring and deployment/rollout technologies.
Employment Type: Full Time, Permanent
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Senior Software Engineer 2 salary at Sumo Logic
reported by
3
employees
with 3-10
years exp.
₹13.5
L/yr - ₹45
L/yr
36%
more
than the average Senior Software Engineer 2 Salary in India
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What Sumo Logic employees are saying about work life
based on 10 employees
Flexible timing
Monday to Friday
No travel
Sumo Logic Benefits
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