Welcome to our Showcase series!
When we think about Artificial Intelligence, most of us still think that technologies related to AI or Machine Learning are for the future. But in reality, we have to accept that AI has already made an entry in our day to day lives. Starting from search engines to Digital Assistants like Alexa, Siri or Google Assistant for that matter, to Navigation apps, e-commerce apps, social media AI has impacted our lives in the biggest way possible. AI has conqured almost the entire Digital domain and has become a necesity than luxury.
With that said, as AI systems are in their nascent stage today, they are not free from defects, security issues, biases to name a few as it is not possible to thouroughly test them because of lack of matured testing platforms and the skilled talents. Testing AI Apps by manual method is nearly impossbile, quite risky and might compromise the behavior of the system in a major way.
In the Showcase session today, we have considered a Testing platform called AIEnsured
(www.testaing.com) that helps in conducting comprehensive validation of AI systems (that deals with Images, Texts, Audios, Videos & Time Series data) to ensure a trustworthy and secured deployment. On the risk dimension it ensures that AI products and solutions are tested for security, privacy, fairness/bias and explainability. Whereas, on the quality dimension it ensures coverage, efficiency, performance, and data adequacy.
It was an immense honor to host Dr. Srinivas Padmanabhuni in the session. He brought a lot of unique thoughts and insights around AI apart from showcasing the testing platform, AIEnsured.
As you might have noticed in the video, Dr. Srinivas and his team, initially formulated a Training course i.e. Certified Tester in Artificial Intelligence (that is going to become an ISTQB certification course in near future). Please check out the link below for more details:
https://brightest.org/en/certifications/AiU-Certified-Tester-in-Artificial-Intelligence/
Below are the features of AIEnsured, that makes AIEnsured an unique and one-of-its-kind AI testing platform to test AI systems:
- Data Augmentation
- Testing for Bias and Ethics in AI/ML
- Explainability and Interpretability Testing
- Coverage based testing/Corner case generation
- Linguistic Analysis based Test Generation
- Security & Adversarial Robustness Testing
- Metamorphic Testing
- ML Workflow and Orchestration
- AutoML based Model automation
- Inference Testing & Performance Optimization
- Privacy and GDPR Testing
- Experiment Management
- Model Comparison, Monitoring and Concept Drift
- Load / Performance Testing
Our sincere thanks to Dr. Srinivas from TestAIng for his time to make the session so special. Our best wishes to TestAIng team on their AIEnsured journey.
Check our discussion video below to know more. The duration of the video is approx. 37 mins.
We hope you find this session informative and insightful.
Dear followers/readers, we wanted to take a moment to thank you for all the encouragement and support. Wishing you all the best for your AI Testing journey.
See you in our next session.
-Tri Rath