Positional Encodings in Transformer Models

This post is divided into five parts; they are: • Understanding Positional Encodings • Sinusoidal Positional Encodings • Learned Positional Encodings • Rotary Positional Encodings (RoPE) • Relative Positional Encodings Consider these two sentences: “The fox jumps over the dog” and “The dog jumps over the fox”.

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How Apollo Tyres is unlocking machine insights using agentic AI-powered Manufacturing Reasoner

This is a joint post co-authored with Harsh Vardhan, Global Head, Digital Innovation Hub, Apollo Tyres Ltd. Apollo Tyres, headquartered in Gurgaon, India, is a prominent international tire manufacturer with production facilities in India and Europe. The company advertises its products under its two global brands: Apollo and Vredestein, and its products are available in …

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Build a multi-agent KYC workflow in three steps using Google’s Agent Development Kit and Gemini

Know Your Customer (KYC) processes are foundational to any Financial Services Institution’s (FSI) regulatory compliance practices and risk mitigation strategies. KYC is how financial institutions verify the identity of their customers and assess associated risks. But as customers expect instant approvals, FSIs face pressure to streamline their manual, time-consuming and error-prone KYC processes.  The good …

I unintentionally scared myself by using the I2V generation model

While experimenting with the video generation model, I had the idea of taking a picture of my room and using it in the ComfyUI workflow. I thought it could be fun. So, I decided to take a photo with my phone and transfer it to my computer. Apart from the furniture and walls, nothing else …