What Are AI Algorithms? Types of AI Algorithms + Use Cases

Summary

The episode breaks down what AI algorithms are, how they differ from traditional programming, and why data quality, model architecture, and validation are critical to success. It walks listeners through the four main types—supervised, unsupervised, semi‑supervised, and reinforcement learning—highlighting real‑world use cases from scientific research to ecommerce personalization and dynamic pricing. Key takeaways include the power of pattern recognition, the current gap between machine and human concept learning, and practical tips like the 30% rule for data splitting. The host draws on Shopify’s research perspective, emphasizing how merchants can leverage these algorithms to boost sales, improve security, and drive sustainability.