Demystifying AI 101: a Case Study in Accounting Automation

00:00 Start
00:47 What does it mean to be a Distinguished Data Scientist?
03:47 More on the Women in Data Science (WiDS) Conference
07:14 (Graphic) Here's the full toolkit of AI/ML concepts we'll cover
08:17 How Accounting Automation helps our small business customers
13:44 Classification, defined (the foundations of ML!)
15:32 Clustering
16:08 Anomaly detection
18:13 Natural Language Processing (NLP)
19:53 Confidence scores (e.g. identifying lower-confidence transactions for manual review)
22:44 Human-in-the-loop
23:05 Transfer learning (for personalization!)
26:25 How do you know if a problem can best be solved with an AI/ML solution?
28:52 How do you keep up-to-date on your AI/ML knowledge and skills?