Jun 16, 2021What is Survival Analysis? (or time-to-event)The field of statistical analysis that applies specific methodologies to explore the time it takes for an event to happen is the bare-bones definition of Survival Analysis. The amount of time it takes before a predetermined event takes place is also known as time-to-event analysis. …Survival Analysis11 min read
Published in Towards Data Science·Feb 16, 2021AutoML vs HPO vs CASH: what is the difference?AutoML will gradually replace functionalities that a human expert analyst would provide but go beyond just delivering a predictive model — Automated Machine Learning, or AutoML for short, is on the rise. More and more commercial products appear on the market, academic tools, and public, open-source AutoML libraries. As with every new technology that is new, unclear, and nebulously defined, AutoML is misunderstood. On one end, there are grandiose claims that…Automl8 min read
Published in Analytics Vidhya·Dec 2, 2020Can you trust AutoML?What is AutoML? Automated Machine Learning, or AutoML, promises to automate the machine learning process end-to-end. It is a fast-rising, ultra-hot sub-field of machine learning and data science. AutoML platforms try hundreds or even thousands of different ML pipelines, called configurations, combining algorithms for the different analysis steps (transformations, imputation…Artificial Intelligence11 min read
