IN_Senior Associate _ML Test Lead_Advisory Corporate_Advisory_Bangalore

9 Months ago • 4-8 Years • Quality Assurance

Job Summary

Job Description

Lead ML testing efforts at PwC, developing comprehensive test strategies and frameworks. Design and execute automated tests, collaborate with ML engineers, and ensure model quality, performance, and robustness.
Must have:
  • ML Test Lead
  • Testing Strategies
  • Automated Testing
  • Model Performance
Good to have:
  • Data Pipeline
  • Orchestration Testing
  • Integration Testing
  • Bias Detection
Perks:
  • Vibrant Community
  • Inclusive Benefits

Job Details

Line of Service

Advisory

Industry/Sector

Not Applicable

Specialism

SAP

Management Level

Senior Associate

Job Description & Summary

We are seeking an experienced and passionate Machine Learning Test Lead to join our growing team. As an ML Test Lead, you will be responsible for leading the testing efforts for our ML models and applications, ensuring the quality, reliability, and performance of our AI solutions. You will play a critical role in building a robust testing framework and ensuring our ML products meet the highest standards.

*Why PWC
At PwC, you will be part of a vibrant community of solvers that leads with trust and creates distinctive outcomes for our clients and communities. This purpose-led and values-driven work, powered by technology in an environment that drives innovation, will enable you to make a tangible impact in the real world. We reward your contributions, support your wellbeing, and offer inclusive benefits, flexibility programmes and mentorship that will help you thrive in work and life. Together, we grow, learn, care, collaborate, and create a future of infinite experiences for each other. Learn more about us.
At PwC, we believe in providing equal employment opportunities, without any discrimination on the grounds of gender, ethnic background, age, disability, marital status, sexual orientation, pregnancy, gender identity or expression, religion or other beliefs, perceived differences and status protected by law. We strive to create an environment where each one of our people can bring their true selves and contribute to their personal growth and the firm’s growth. To enable this, we have zero tolerance for any discrimination and harassment based on the above considerations. "

Responsibilities:

 Lead and mentor a team of ML test engineers.
 Develop and implement comprehensive testing strategies for ML models and applications, covering various aspects such as data quality, model performance, bias detection, explainability, and robustness.
 Design and execute automated testing frameworks and tools to validate ML models and pipelines.
 Collaborate with ML engineers and data scientists to understand model requirements and design test cases.
 Develop and manage test data sets, including synthetic data generation, data augmentation, and data labeling.
 Analyze test results, identify and report defects, and work with development teams to address issues.
 Contribute to the development and maintenance of testing processes, documentation, and best practices for ML testing.
 Stay abreast of the latest advancements in ML testing methodologies, tools, and best practices.
 Collaborate with product teams and stakeholders to define and communicate test results and findings.


Mandatory skill sets:

Define test strategies, track bugs, and coordinate with testers for ML projects

Preferred skill sets:

Data pipeline testing, Orchestration testing, Integration testing  


Years of experience required:

4 to 8 years

Education qualification:

Bachelor's degree in Computer Science, Engineering, or a related field.

Education (if blank, degree and/or field of study not specified)

Degrees/Field of Study required: Bachelor of Engineering

Degrees/Field of Study preferred:

Certifications (if blank, certifications not specified)

Required Skills

Testing Strategies

Optional Skills

Integration Testing, Orchestration (Computing)

Desired Languages (If blank, desired languages not specified)

Travel Requirements

Available for Work Visa Sponsorship?

Government Clearance Required?

Job Posting End Date

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About The Company

At PwC, our purpose is to build trust in society and solve important problems. We’re a network of firms in 152 countries with over 327,000 people who are committed to delivering quality in assurance, advisory and tax services. Find out more and tell us what matters to you by visiting us at www.pwc.com. PwC refers to the PwC network and/or one or more of its member firms, each of which is a separate legal entity.


Content on this page has been prepared for general information only and is not intended to be relied upon as accounting, tax or professional advice. Please reach out to your advisors for specific advice.

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