Risk-Adjusted Returns with Python (Part 2): Sharpe Ratio versus Treynor Ratio (Friends or Foes)
Author(s): Siddharth Mahato Originally published on Towards AI. Two legendary metrics for measuring risk-adjusted performance. Which one should you trust for your portfolio? Introduction In Part 1, we analyzed and understood about the Treynor Ratio, a metric to measure investment performance based …
Researchers put AI in a Room with Regulators and a Game of Trust. It Didn’t Go Well.
Author(s): Kaushik Rajan Originally published on Towards AI. A new study uses game theory to simulate how AI agents, developers, and users interact. I’ve spent countless hours thinking about AI safety. It’s the kind of topic that keeps you up at night. …
17 Ways n8n Makes Keyword Research So Much Easier
Author(s): Shauvik Kumar Originally published on Towards AI. “It’s not that we have little time, but more that we waste a good deal of it.” Keyword research is the lifeblood of every SEO, content creator, and digital marketer. Yet, let’s be honest: …
Why Knowledge Graphs Are the Missing Piece in AI Agent API Discovery
Author(s): Souradip Pal Originally published on Towards AI. Did you know there are over 200 million APIs floating around the digital world right now? That’s like walking into the world’s biggest library… except none of the books are labeled, the shelves are …
Top 20 LLM Interview Questions
Author(s): Ahmed Boulahia Originally published on Towards AI. Essential questions and clear answers to help you prepare with confidence. So, are you looking for a job as an AI engineer, data scientist, machine learning engineer, or even a data engineer? Or maybe …
The AI Developer Productivity Paradox: Why “10x Productivity” Claims Are Backwards
Author(s): Mayank Bohra Originally published on Towards AI. The AI Developer Productivity Paradox: Why “10x Productivity” Claims Are Backwards Everyone’s chasing AI coding tools for instant productivity gains. But after 8 months building production software with Cursor, Claude Code, and Gemini CLI, …
The Complexity of Self-Driving Cars Explained Simply
Author(s): Maxwell’s Demon Originally published on Towards AI. Going beyond the hype with clarity Driving is hard. We operate heavy machines at high speed and must do so safely and correctly. With practice, we get better, but not perfect. Despite several innovations …
Bridging Symbolic AI and Deep Learning: How Knowledge Graphs are Revolutionizing ResNets
Author(s): Jitesh Prasad Gurav Originally published on Towards AI. When ResNet revolutionized computer vision in 2015, it solved the vanishing gradient problem that plagued deep neural networks. Today, a new revolution is underway: researchers are discovering that by infusing ResNets with structured …
LAI #93: Smarter Model Choices, Multi-Agent Systems, and Cutting Through AI Noise
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts, Choosing the right model is becoming just as important as knowing how to prompt it. In What’s AI, I explain why treating LLMs as interchangeable is a mistake …
14 ‘Set-and-Forget’ n8n SEO Ideas.
Author(s): Shauvik Kumar Originally published on Towards AI. “There’s a lot of automation that can happen that isn’t a replacement of humans, but of mind-numbing behavior.” — Stewart Butterfield Let’s get real. My SEO to-do list used to feel like a punishment. …