How AI Works

Join Daniel Cole as he explores the cutting-edge developments shaping the future of artificial intelligence. This episode examines the evolution from today's narrow AI systems toward more general artificial intelligence capable of transferring knowledge across domains and learning continuously. Discover how specialized hardware, including neuromorphic computing and quantum systems, could revolutio...

In this essential episode of How AI Works, host Daniel Cole explores the critical intersection of artificial intelligence and ethics. Discover how bias creeps into AI systems through training data and learn about the real-world impacts of algorithmic discrimination in facial recognition, criminal justice, and healthcare applications. Cole examines different philosophical approaches to fairness in...

In this thought-provoking episode of How AI Works, host Daniel Cole examines the fundamental boundaries of artificial intelligence. While AI systems demonstrate remarkable capabilities across many domains, they face significant limitations that are important to understand. The episode explores how AI struggles with common sense reasoning, lacks true understanding of causation beyond pattern recogn...

In this thought-provoking episode of How AI Works, host Daniel Cole explores whether artificial intelligence can truly create art or merely produce sophisticated imitations. We examine cutting-edge AI art generators like DALL-E, Midjourney, and Stable Diffusion, alongside AI music composers and poetry generators, questioning what separates genuine creativity from pattern recognition. The episode d...

In this episode of How AI Works, host Daniel Cole explores the black box mystery – why artificial intelligence systems often can't explain their decision-making processes. Discover how neural networks make decisions through millions of interconnected calculations, creating patterns that even their creators struggle to interpret. Learn about real-world implications when AI systems deny loan applica...

In this episode of How AI Works, host Daniel Cole explores the complex world of data that powers artificial intelligence systems. Discover why modern AI algorithms require massive amounts of information to function effectively, and learn about the critical challenges facing developers in sourcing, processing, and maintaining high-quality datasets. The episode examines the 'garbage in, garbage out'...

In this episode of How AI Works, host Daniel Cole explores the fundamental principle behind modern AI's impressive capabilities: neural network depth. Discover why adding more layers to artificial neural networks creates dramatically smarter systems and how this mirrors human cognitive processes. Learn about hierarchical learning, where each layer builds increasingly sophisticated understanding fr...

Explore the fascinating world of reinforcement learning in this episode of How AI Works. Host Daniel Cole breaks down how AI systems learn through trial and error, much like humans learning to ride a bicycle, but at incredible speed. Discover how this powerful machine learning approach differs from supervised and unsupervised learning, using reward systems to help AI agents figure out optimal stra...

Discover the fascinating world of computer vision in this episode of How AI Works. Host Daniel Cole explores how machines learn to interpret visual information, from basic pixel analysis to sophisticated neural networks that can recognize faces, objects, and complex scenes. Learn about the evolution from rule-based systems to deep learning approaches, and understand how computer vision powers ever...

In this episode of How AI Works, host Daniel Cole explores the fascinating world of large language models and how they process and work with text. Discover how AI systems like ChatGPT break down language into tokens, convert words into numerical embeddings, and use transformer architecture to understand context across long passages. Learn about the attention mechanism that allows these models to f...

Discover the fascinating world of AI pattern recognition in this comprehensive episode of How AI Works. Host Daniel Cole explores how machine learning algorithms are trained to identify patterns in data, from the initial dataset preparation to the complex mathematics of neural networks. Learn about the iterative training process, the challenge of generalization versus memorization, and the various...

Discover the fascinating world of neural networks in this episode of How AI Works. Host Daniel Cole explains how these digital brain-like structures process information, learn from data, and power modern AI applications. Learn about the fundamental architecture of neural networks, from input layers to hidden layers, and understand how backpropagation enables machine learning. Explore different typ...

In this foundational episode of How AI Works, host Daniel Cole explores the essential question: what is artificial intelligence really? From Alan Turing's groundbreaking work in the 1950s to today's sophisticated machine learning systems, we trace the evolution of AI and break down key concepts like narrow AI, machine learning, and deep learning. Daniel explains how modern AI systems process massi...