Engineer - ML QA
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Role Overview
The Engineer - ML QA develops and executes quality assurance processes for machine learning models and AI applications.
The role works with data scientists, software engineers, and product teams to validate ML models and systems.
Key Skills for This Role
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About Inception42
Inception42, a G42 company, develops AI-powered products and applied AI solutions using data and compute infrastructure.
The company focuses on practical AI deployment across industries, infrastructure, and national-level initiatives.
Overview
The Engineer - ML QA develops and executes quality assurance processes for machine learning models and AI applications.
The role works with data scientists, software engineers, and product teams to validate ML models and systems.
What You’ll Own
- Collaborate with ML QA engineers and cross-functional teams to support high-quality product delivery.
- Design, implement, and oversee the ML QA strategy for machine-learning products and services.
- Design and execute manual and automated test plans and test cases.
- Validate AI chat and RAG applications for response accuracy, relevance, groundedness, hallucination, safety, and retrieval quality.
- Implement LLM-as-a-Judge approaches and automated evaluation pipelines using DeepEval.
- Monitor QA metrics, report findings, lead root-cause analysis, and drive adoption of QA best practices.
- Ensure compliance with industry and company quality standards.
What We’re Looking For
- Bachelor’s degree in Computer Science, Engineering, or a related technical field.
- At least five years of QA experience, including at least two years in a leadership position.
- In-depth QA methodology, tool, and process experience, with strong data quality assessment skills.
- Understanding of the machine learning product lifecycle and experience writing comprehensive test plans and test cases.
- Familiarity with SDLC and agile methodologies and experience with cloud-based services and architectures.
- Strong problem-solving, attention to detail, and communication skills.
- Health, finance, or climate industry experience is a plus.
Tech Stack
- Programming languages: Python, Java, and SQL.
- Testing tools: Playwright, Selenium, JUnit, PyTest, Gatling, Postman, and RestAssured.
- LLM evaluation: DeepEval, LLM-as-a-Judge, and AI chat and RAG validation.
- CI/CD: Jenkins and GitLab CI/CD; version control: Git.
- Cloud and infrastructure: Azure, optional AWS or GCP, Docker, and Kubernetes.
- Databases: MySQL, MongoDB, and PostgreSQL; monitoring: Grafana and Kibana.
- Collaboration tools: Jira and Confluence.
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