![[The AI Show Episode 150]: AI Answers: AI Roadmaps, Which Tools to Use, Making the Case for AI, Training, and Building GPTs](https://www.marketingaiinstitute.com/hubfs/ep%20150%20cover.png)
![[The AI Show Episode 149]: Google I/O, Claude 4, White Collar Jobs Automated in 5 Years, Jony Ive Joins OpenAI, and AI’s Impact on the Environment](https://www.marketingaiinstitute.com/hubfs/ep%20149%20cover.png)
![[PHP] Upgrading from PHP 7.4 to 8.1](https://media2.dev.to/dynamic/image/width%3D1000,height%3D500,fit%3Dcover,gravity%3Dauto,format%3Dauto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fqmaaabplfbcjejg2rr5n.png)
_ArtemisDiana_Alamy.jpg?width=1280&auto=webp&quality=80&disable=upscale#)
![In the market for a new router? Here are 13 models to avoid, according to the FBI [U]](https://i0.wp.com/9to5mac.com/wp-content/uploads/sites/6/2025/04/Most-Americans-are-paying-more-for-broadband-%E2%80%93-here-are-four-solutions.jpg?resize=1200%2C628&quality=82&strip=all&ssl=1)
![Galaxy S25 Ultra gets ‘Arc’ case that leaves the phone mostly exposed – available for Pixel 9 too [Gallery]](https://i0.wp.com/9to5google.com/wp-content/uploads/sites/4/2025/05/arc-pulse-case-galaxy-s25-ultra-1.jpg?resize=1200%2C628&quality=82&strip=all&ssl=1)
![Apple 15-inch M4 MacBook Air On Sale for $1023.86 [Lowest Price Ever]](https://www.iclarified.com/images/news/97468/97468/97468-640.jpg)
How Positional Embeddings work in Self-Attention (code in Pytorch)
Understand how positional embeddings emerged and how we use the inside self-attention to model highly structured data such as images
Understand how positional embeddings emerged and how we use the inside self-attention to model highly structured data such as images
