How To Detect Anomalous Performance Using Machine Learning And Python

Suppose you're doing an AWR or ASH based performance analysis and said, "I've NEVER seen this before! We'd better check it out." What you just identified was an anomalous performance event that warrants your attention. With the help of machine learning and the usual AWR and ASH data, we can confidently detect an anomalous performance event and alert an Oracle performance specialist in under a second! How to do this step-by-step, is what this presentation is all about. Join me as I build a "Performance Anomaly Detector" using 100% free industry standard tools, such as Python with machine learning libraries and the "Always Free" Oracle Autonomous Database with a Jupyter notebook. All presentation slides, scripts, notebook and a recording of the demonstration is available!