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risk-driven testing

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Baidu Intelligent Testing
Baidu Intelligent Testing
Nov 15, 2022 · Artificial Intelligence

Risk‑Driven Delivery and Quality Assessment Model for Automated Testing at Baidu

This article describes Baidu's risk‑driven delivery approach, detailing the three current testing challenges, the design of a quality‑assessment system that uses machine‑learning (logistic regression) for risk identification, control and decision, and the resulting improvements in testing efficiency and quality.

AIMachine Learningautomation
0 likes · 14 min read
Risk‑Driven Delivery and Quality Assessment Model for Automated Testing at Baidu
Baidu Geek Talk
Baidu Geek Talk
Nov 14, 2022 · Artificial Intelligence

Risk‑Driven Delivery and Quality Assessment Model for Intelligent Testing

Baidu’s risk‑driven delivery system applies a machine‑learning quality‑assessment model that automatically identifies, controls, and decides testing risks across over 50 features, enabling precise test selection, intercepting hundreds of bugs, cutting test waiting time from 50 to 2 hours, and paving the way toward fully automated intelligent testing.

AIMachine LearningRisk Management
0 likes · 15 min read
Risk‑Driven Delivery and Quality Assessment Model for Intelligent Testing
Baidu Intelligent Testing
Baidu Intelligent Testing
Nov 10, 2022 · Artificial Intelligence

Risk‑Driven Delivery and AI‑Enabled Intelligent Testing: Reducing Human Dependency in Project Delivery

This article examines Baidu's risk‑driven delivery approach and AI‑powered intelligent testing, explaining how automated risk assessment, task allocation, test‑scope analysis, and quality‑score models can dramatically lower reliance on human judgment, improve testing efficiency, and accelerate project release cycles.

AI in software testingautomationintelligent testing
0 likes · 14 min read
Risk‑Driven Delivery and AI‑Enabled Intelligent Testing: Reducing Human Dependency in Project Delivery
Baidu Tech Salon
Baidu Tech Salon
Nov 7, 2022 · Artificial Intelligence

Risk‑Driven Delivery and AI‑Powered Intelligent Testing: Strategies and Technical Solutions

Baidu’s AI‑driven, risk‑based testing framework automatically identifies high‑risk projects, allocates tasks, defines precise test scopes, and localizes defects using white‑box analysis and quality‑score models, cutting test‑case volume by up to 90 % and reducing release‑gate time from 50 hours to two, dramatically improving efficiency and defect recall.

AI in software testingautomationcontinuous integration
0 likes · 15 min read
Risk‑Driven Delivery and AI‑Powered Intelligent Testing: Strategies and Technical Solutions
Baidu Geek Talk
Baidu Geek Talk
Oct 24, 2022 · Operations

Baidu Search Business Unmanned Delivery Practice: Risk-Driven Quality Assurance Exploration

Baidu’s search division implements risk‑driven quality assurance to achieve unmanned delivery by automating test selection, eliminating manual hand‑offs, and introducing comprehensive testing, stable‑build, and precise‑evaluation capabilities, enabling over 90% of requirements to be self‑tested and more than 40% delivered without human intervention, dramatically cutting costs.

BaiduCI/CD PipelineUnmanned Delivery
0 likes · 11 min read
Baidu Search Business Unmanned Delivery Practice: Risk-Driven Quality Assurance Exploration