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to make or to buy? —…
With the educational content shift taking place, publishers need to innovate. In a previous blog post, we’ve discussed why embracing content agility is key in this regard. Of course, such transitions require publishers to make investment-related decisions. With every innovation, the main question is, ‘Will we make or buy this?’ To make: independence + uncertainty
How Radial Attention Cuts Costs in…
Introduction to Video Diffusion Models and Computational Challenges Diffusion models have made impressive progress in generating high-quality, coherent videos, building on their success in image synthesis. However, handling the extra temporal dimension in videos significantly increases computational demands, especially since self-attention scales poorly with sequence length. This makes it difficult to train or run these
Learning Convolutional Neural Networks with Interactive…
🔘 Laboratory page: poloclub.github.io/cnn-explainer/ Summary Deep learning’s great success motivates many practitioners and students to learn about this exciting technology. However, it is often challenging for beginners to take their first step due to the complexity of understanding and applying deep learning. We present CNN Explainer, an interactive visualization tool designed for non-experts to learn
Language Models Reinforce Dialect Discrimination –…
Sample language model responses to different varieties of English and native speaker reactions. ChatGPT does amazingly well at communicating with people in English. But whose English? Only 15% of ChatGPT users are from the US, where Standard American English is the default. But the model is also commonly used in countries and communities where people
Designing Collaborative Multi-Agent Systems with the…
It feels like every other AI announcement lately mentions “agents.” And already, the AI community has 2025 pegged as “the year of AI agents,” sometimes without much more detail than “They’ll be amazing!” Often forgotten in this hype are the fundamentals. Everybody is dreaming of armies of agents, booking hotels and flights, researching complex topics,
AI ethics are very different from…
It is not too early to start thinking about AI Ethics. Ethics is a Technology Tree, and ends up DOMINATING the end game. Most new players try to speed up their build by not investing in it because they think this makes them quicker in the early to mid game, but crushes them as they
ChatGPT: The Number One Choice in…
A new study from ComScore finds that ChatGPT is the number one choice for AI among Americans using desktop PCs – by a long-shot. Specifically, ComScore found that ChatGPT currently enjoys 35.7 million visits each month from the U.S. – or more visits than any other competitor. Moreover, the second-most-popular AI, Microsoft Copilot – with
Build an Animal/Object Tracking Camera App…
Introducing PetCam: a non-invasive machine-learning-powered pet tracker that runs on an old smartphone. This project is a collaboration between me and Jason Mayes, who came up with the idea. Also, funny story, uh… my colleague Markku Lepistö built (almost) THE EXACT SAME PROJECT at the same time on his own YouTube show, Level Up, which
Your Questions, My Answers on Stanford’s…
I have been asked a lot of questions lately about Stanford’s online course offerings and why somebody would choose them over myriad of options online. This is my attempt to bundle them together to help a broader audience. 1. How do you choose classes?It depends on your goals and interests. Here are some questions to
Robotic probe quickly measures key properties…
Scientists are striving to discover new semiconductor materials that could boost the efficiency of solar cells and other electronics. But the pace of innovation is bottlenecked by the speed at which researchers can manually measure important material properties. A fully autonomous robotic system developed by MIT researchers could speed things up. Their system utilizes a