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STL Digital Consulting

QA Lead

4-6 Years
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Job Description


Role description

Role Specification 



Role Description



We are looking for a Test Lead to define and drive the end-to-end QA strategy for our AI-powered platform. This role involves testing components across the stack—including ML models/backend, backend services, and frontend interfaces—to ensure accuracy, performance, security, and reliability. You will lead a team of testers, collaborate cross-functionally, and build automation pipelines aligned with CI/CD practices.



Role Title



SW QA Engineer/Tester



Role Purpose



What the role entails


(Key Responsibilities) 



Test Strategy & Planning


  • Define and own the comprehensive test plan for ML inference, backend workflows, and frontend user experience.





  • Identify test scenarios for real-time sensor data pipelines, anomaly/event detection, historical playback, and UI s/configs.





  • Design test cases with focus on modularity, reusability, and traceability to requirements.





  • Define and track test coverage, maintain regression test suites, and handle test data design.












ML Model Testing


  • Validate ML outputs (event classification, anomaly scores) against labeled test datasets.




  • Perform accuracy testing, A/B comparison, drift detection, and model regression checks.




  • Test model integration in real-time pipelines (latency, fault tolerance, failover behavior).






Backend & API Testing


  • Validate backend APIs that consume ML outputs, transform data, and expose events to the UI.




  • Test REST/gRPC endpoints, data transformations, streaming services (Kafka), and storage layers (PostgreSQL, Redis).




  • Design load, concurrency, and recovery tests for backend services.






Frontend Testing


  • Verify UI correctness for event visualization, timeline navigation, and control tools.




  • Automate UI workflows using tools like Cypress, Playwright, or Selenium.




  • Ensure responsiveness, accessibility, and data consistency in real-time dashboards.






Automation & DevOps Alignment


  • Lead setup of test automation pipelines integrated with CI/CD (GitHub Actions, GitLab CI, etc.).




  • Own the implementation of smoke, sanity, regression, and performance suites.




  • Collaborate with DevOps for observability in test environments, test parallelization, and reporting.






Leadership & Collaboration


  • Mentor QA engineers and drive best testing practices across the platform.




  • Collaborate with ML, backend, frontend, and product teams to review requirements and raise quality gates.




  • Drive root cause analysis and support release readiness with QA sign-off.





What we are looking for in you


(Skills, Knowledge, Special Attributes, Mobility)





  • 4 years in software testing with at least 1 years in a lead role.





  • Experience testing ML model pipelines, data-driven APIs, and real-time UI platforms.




  • Strong command over test design techniques, risk-based testing, and shift-left testing practices.




  • Proficient in Python or JavaScript for writing automation scripts.




  • Hands-on with tools such as Postman, JMeter, Pytest, Cypress, or Playwright.




  • Familiarity with Kafka, REST/gRPC, Docker, and Linux environments.




  • Knowledge of CI/CD, test versioning, and defect lifecycle management tools (e.g., JIRA, TestRail).




  • Experience with model explainability testing (SHAP, LIME) or model monitoring tools.




  • Exposure to edge device testing, cloud deployments (GCP), and real-time event handling systems.




  • Knowledge of performance engineering and security testing basics.






Location



Aurangabad



Other details


  • Driven by innovation, design, plan and implement Data & (Gen)AI architectures including the associated roadmaps, where you work together with Enterprise Architects and Senior Management up to C-Level on the customer side





  • Design and set up experiments for collecting, labeling analyzing data of different kinds of events from fiber based sensor solutions 





  • Assess the effectiveness and accuracy of data sources and data gathering techniques




  • Develop automation methods for faster labeling of collected data




  • Create architectural approaches for AI software and hardware integration




  • Define AI solution objectives and ensure alignment with business outcomes




  • Implement best practices for AI testing, deployment, and maintenance




  • Develop Machine Learning and Deep Learning methods for event detection and classification 




  • Develop efficient frameworks for  training and evaluating the event detection/classification models




  • Track the innovations in AI/ML technologies and algorithms/processing/ computation and its implementation to develop next generation fiber sensing solution




  • Review and Optimize existing code/algorithm




  • Create systematic plans to run the experiments to fine-tune the event detection/classification models




  • Plan the tasks and provide estimates and  timelines




  • Support marketing/sales team with application notes, white papers and presentations




  • Contribute to simulation model development and data analysis of various sensor solutions




  • Design, Develop and optimize CNN-based models for event detection and classification using spectrograms and other signal-derived image formats.




  • Apply computer vision techniques to identify spatial and temporal patterns in DAS data visualizations.




  • Use deep learning architectures (e.g., CNN, RNN, LSTM) to model sequential and spatial aspects.






More Info

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Job ID: 147504993

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