As machine learning systems enter the open world, their accountability becomes a high priority problem. Accountability requires deep understanding of system behavior and its failures. Characterization of failures and shortcomings is particularly complex for systems composed of multiple machine learned components. In this talk, I will discuss our work on troubleshooting and in-depth failure analysis for such systems. First, I will present a methodology for applying counterfactual analysis with humans in the loop for the purpose of understanding which component fixes are the most effective ones for a given system architecture. Second, I will describe the functionalities and tools that we have built for detailed system performance analysis and prediction. Both works will be illustrated via a real-world case study example of a machine learning pipeline for image captioning.
How Can AI Help In Machine Failure Prediction by Abhishek Tandon #ProgressDataRPMPartner #ArtificialIntelligence _________________________________________________________________ My name is Ronald Van Loon and I would like to invite you to join me on the journey through the intelligent world and have a deeper look into technological development that is shaping a world and transforming business. Subscribe To My Channel As a recognized expert and thought leader in this field, I work with data-driven companies to generate business value so that they may meet and exceed goal after goal. I have been recognized for my work in the field of digital transformation by such publications and organizations as Onalytica, Dataconomy, and Klout. In addition to these recognitions, I am also an author for a number of leading big data websites, including The Guardian, The Datafloq, and Data Science Central, and I regularly speak at renowned events and conferences. How I Help Companies Generate Business Value I write relevant articles & host webinars on Artificial Intelligence, Machine Learning, big data, IoT, data science, analytics and other digital transformation topics, which I distribute to an audience of over 100,000 social media fans and followers. ➨FOLLOW & Read my articles: ➨Join my webinars: ➨ To connect with me for article writing, hosting webinars or attend events mail me at By learning how to make the best use of the data your company has, and by becoming certified, you can boost your career! ➨Learn more how I can help you as a Simplilearn course [More]