The 200-Year-Old Secret Behind Your AI Images: How Fourier’s Heat Equation Conquered Chaos
Author(s): DrSwarnenduAI Originally published on Towards AI. When Joseph Fourier solved the heat equation in 1822, he didn’t know he was writing the instruction manual for machines that would one day dream in pixels. Imagine dropping a single droplet of ink into …
Your Brain Already Does Multimodal AI. It Took Us 10 Years And 7 Breakthroughs To Copy It.
Author(s): DrSwarnenduAI Originally published on Towards AI. See cat. Hear “cat”. Read “cat”. Same concept. Here’s every innovation that made GPT-4V possible. Close your eyes. I say “cat.” mimic human sensoryThe article discusses the advancements in AI, particularly focusing on the development …
The Orthogonality Paradox: We’ve Been Wrong About Space
Author(s): DrSwarnenduAI Originally published on Towards AI. The trap we don’t know we’re in You think you understand space. The article discusses the implications of dimensionality in understanding space and mathematics, particularly how our intuitive grasp of lower dimensions doesn’t hold true …
The Math Behind Kimi K2: How a Chinese Startup Beat Silicon Valley at 1% of the Cost
Author(s): DrSwarnenduAI Originally published on Towards AI. A complete mathematical breakdown of three architectural innovations that let $4.6M beat $500M — with proofs, intuition, and the blueprint for understanding I’ve spent the last 72 hours obsessively reverse-engineering Kimi K2’s architecture. Grab coffee. …
The Proof is in the Preference: Why DPO is the New RLHF
Author(s): DrSwarnenduAI Originally published on Towards AI. The Proof is in the Preference: Why DPO is the New RLHF Stop debugging PPO. Direct Preference Optimization solved the alignment puzzle with a single, stable loss function. Stop debugging PPO. Direct Preference Optimization solved …
The Two Faces of Forecasting
Author(s): DrSwarnenduAI Originally published on Towards AI. Why Amazon’s $469B Supply Chain Split the Problem in Half (And Why Your Company Should Too) The Mathematical Revolution That Transformed Chaos Into Coordination Picture this: You’re in a boardroom. The CFO demands next quarter’s …
Multimodal AI Is Just Tensor Algebra: The Linear Algebra Truth Behind Vision-Language Models
Author(s): DrSwarnenduAI Originally published on Towards AI. The Mathematical Symphony That Powers Billion-Dollar AI Systems After reverse-engineering the mathematical foundations of GPT-4V, DALL-E, and Claude 3, I’ve discovered something profound: these systems that seem to “understand” images and text are performing a …
Popular posts
Updates
Recent Posts
