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LEARN AI IN SOFTWARE TESTING -
VENKATESH (RAHUL SHETTY)
T R A N S F O R M I N G Q U A L I T Y
A S S U R A N C E W I T H I N T E L L I G E N T
A U T O M A T I O N
INTRODUCTION
TO SOFTWARE
TESTING
• What is Software Testing?
• Importance in the SDLC
• Traditional vs. Modern
Testing
• Challenges in Manual and
Automated Testing
WHY AI IN SOFTWARE
TESTING?
• Increasing test complexity
• Demand for faster releases (Agile/DevOps)
• AI reduces repetitive tasks and human errors
• Enhances accuracy, speed, and test coverage
KEY
APPLICATI
ONS OF AI
IN TESTING
• Test case generation using ML models
• Predictive analytics for risk-based
testing
• Visual testing using image recognition
• Intelligent test data generation
• Smart bug detection and classification
AI-POWERED
TEST
AUTOMATION
TOOLS
• Tools using AI: Testim, Applitools,
Mabl
• AI in Selenium-based frameworks
(e.g., self-healing locators)
• Example: How AI fixes flaky tests
automatically
HOW AI WORKS IN
TEST AUTOMATION
• Natural Language Processing (NLP)
for test script generation
• Machine Learning models trained on
past test results
• Pattern recognition in UI changes
• Predictive failure analysis
BENEFITS
OF USING
AI IN
TESTING
• Faster feedback cycles
• Reduced maintenance cost
• Higher test coverage
• Real-time defect prediction
• Smarter test prioritization
CHALLENGES &
LIMITATIONS
• Requires high-quality data for training
• High initial investment
• Not all tasks are suitable for AI
• Human oversight is still necessary
FUTURE
OF AI IN
TESTING
• Autonomous Testing
• Integration with CI/CD pipelines
• Shift from scripted to adaptive
testing
• Growing role in performance &
security testing
CONCLUSIO
N
• AI is revolutionizing software
testing, making it smarter and
faster
• It complements, not replaces,
testers
• Upskill with platforms like Rahul
Shetty Academy to stay ahead
• Explore AI-augmented testing
tools and stay future-ready!
CONTACT US
+1 3237 446 780
www.rahulshettyacademy.com
contact@rahulshettyacademy.com
THANK
YOU!

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Learn AI in Software Testing - Venkatesh (Rahul Shetty)

  • 1. LEARN AI IN SOFTWARE TESTING - VENKATESH (RAHUL SHETTY) T R A N S F O R M I N G Q U A L I T Y A S S U R A N C E W I T H I N T E L L I G E N T A U T O M A T I O N
  • 2. INTRODUCTION TO SOFTWARE TESTING • What is Software Testing? • Importance in the SDLC • Traditional vs. Modern Testing • Challenges in Manual and Automated Testing
  • 3. WHY AI IN SOFTWARE TESTING? • Increasing test complexity • Demand for faster releases (Agile/DevOps) • AI reduces repetitive tasks and human errors • Enhances accuracy, speed, and test coverage
  • 4. KEY APPLICATI ONS OF AI IN TESTING • Test case generation using ML models • Predictive analytics for risk-based testing • Visual testing using image recognition • Intelligent test data generation • Smart bug detection and classification
  • 5. AI-POWERED TEST AUTOMATION TOOLS • Tools using AI: Testim, Applitools, Mabl • AI in Selenium-based frameworks (e.g., self-healing locators) • Example: How AI fixes flaky tests automatically
  • 6. HOW AI WORKS IN TEST AUTOMATION • Natural Language Processing (NLP) for test script generation • Machine Learning models trained on past test results • Pattern recognition in UI changes • Predictive failure analysis
  • 7. BENEFITS OF USING AI IN TESTING • Faster feedback cycles • Reduced maintenance cost • Higher test coverage • Real-time defect prediction • Smarter test prioritization
  • 8. CHALLENGES & LIMITATIONS • Requires high-quality data for training • High initial investment • Not all tasks are suitable for AI • Human oversight is still necessary
  • 9. FUTURE OF AI IN TESTING • Autonomous Testing • Integration with CI/CD pipelines • Shift from scripted to adaptive testing • Growing role in performance & security testing
  • 10. CONCLUSIO N • AI is revolutionizing software testing, making it smarter and faster • It complements, not replaces, testers • Upskill with platforms like Rahul Shetty Academy to stay ahead • Explore AI-augmented testing tools and stay future-ready!
  • 11. CONTACT US +1 3237 446 780 www.rahulshettyacademy.com [email protected]