AI Foundations

Unsupervised Learning – Clustering and Dimensionality Reduction. In the landscape of enterprise AI, unsupervised learning represents a powerful approach for discovering hidden patterns and structures within data without needing labeled examples. Here is a detailed exploration of unsupervised learning, focusing on two fundamental techniques: clustering and dimensionality reduction. The Essence of Unsupervised Learning: Finding Hidden...

Supervised Learning In the realm of enterprise AI, supervised learning stands as a cornerstone of machine learning applications. Here is an in-depth exploration of supervised learning, focusing on two primary categories: regression and classification. Here are the fundamental concepts, key algorithms, and practical applications that make supervised learning an invaluable tool for enterprise decision-making. Understanding...