Xplain Data CEO @Machine Learning Week 2023
ML Week 2023 Talk: From Correlation to Causation – The Hunt for the Culprit Behind Machine Failures
Causal Discovery takes us a step further than Predictive Maintenance by delving into the causes of machine failures. Our CEO discusses the unique challenges of identifying confounding factors in complex data sets and how to address them in a practical way. During the presentation, Dr Haft will present project results such as the continuous monitoring of a cylinder head production line by our Causal DiscoveryBot, which alerts the QM team to emerging factors contributing to quality defects. The talk will also include a live demonstration of causal discovery algorithms on an AWS instance hosting production data, and how to interactively explore the results.
The conference emphasizes the practical use of analytics such as predictive and prescriptive models, machine and deep learning, data and text mining, generative AI in industries. It covers analytical, technical, business and organizational aspects at strategic and operational levels. Sessions offer a variety of formats: Case studies, deep dives, keynotes and panels.
ML Week 2023 acts as a regional hub for the European data science community. It promotes the exchange of success stories and insights among experienced data scientists, analytics managers and AI innovators. They represent diverse industries, including manufacturing, logistics, marketing, e-commerce, finance, and more.