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166,25 €1. THE PERCEPTRON - ChatGPT is made from 100 million of these
2. GRADIENT DESCENT - The misconception that almost stopped AI
3. BACKPROPAGATION - The F=ma of artificial intelligence
4. DEEP LEARNING - The geometry of depth
5. ALEXNET - The moment we stopped understanding AI
6. NEURAL SCALING LAWS - AI can’t cross this line and we don’t know why
7. MECHANISTIC INTERPRETABILITY - The dark matter of AI
8. ATTENTION - How DeepSeek rewrote the transformer
9. VIDEO AND IMAGE GENERATION - AI videos are brownian motion backwards
The Welch Labs Illustrated Guide to AI offers unique perspectives on artificial intelligence through hands-on exploration and richly detailed graphics that give readers a visceral understanding of how AI actually works. From the fundamental perceptron to cutting-edge AI video generation, each chapter combines thought-provoking exercises with supporting code to illuminate the key breakthroughs and persistent mysteries in AI development. The book is a great fit for both seasoned professionals and students.
• Each chapter includes supporting python code that walks through the key results from that chapter, and there’s a supporting github repo as well that’s a bit more more comprehensive.
• At the end of each chapter, you’ll also find exercises - we’ve put a ton of thought into these.
• Each chapter goes along with a Welch Labs video - the book is the best way to get deeper into each video’s topic.
• The book is great for self study, AI courses, or just looks great on your coffee table.
• Printed in full color on high quality paper & binding
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