Show List
Transformer Network
Introduction to Transformers
Have you ever wondered how your computer can translate languages or understand what you're saying? It's all thanks to something called "Transformers"! In this introduction, we'll explore what Transformers are and how they work. They're like super-smart helpers that let computers understand language in a whole new way. Get ready to discover the amazing world of artificial intelligence and how it's changing the way we interact with technology!
Implementing Transformers with PyTorch
Have you ever wondered how computers can understand what we say or write? It's all thanks to something called Natural Language Processing, or NLP! In this tutorial, we're going to explore a special type of computer program called a Transformer, and we'll use PyTorch to build one. Don't worry, it's not as complicated as it sounds! We'll break it down into simple steps, like preparing the data, building the model, and training it to understand language. Get ready to dive into the exciting world of AI and discover how computers can learn to read and write!
Attention Mechanisms in Transformers
Have you ever wondered how computers can understand what we say? One cool trick they use is called "attention mechanisms!" In this tutorial, we'll explore how these mechanisms work inside something called a "Transformer." Think of it like giving the computer special glasses that help it focus on the most important words in a sentence. It's like when you're reading a story and pay extra attention to the exciting parts! This is a great way to learn about how computers are getting smarter and smarter every day. Let's dive in and discover the magic of attention!
Multi-Head Attention in Transformers
Have you ever wondered how computers can understand what we say and write? It's all thanks to some clever tricks, and one of the coolest is called Multi-Head Attention! This is a special part of something called a Transformer, which helps computers learn about language. Think of it like having lots of eyes that can look at different parts of a sentence all at once. This helps the computer understand the whole story, not just single words. On this page, you'll discover how Multi-Head Attention works and why it's so important for making computers smarter at understanding language. It's like unlocking a secret code!
Transformer-based Language Models
Have you ever wondered how computers can write stories or answer questions? It's all thanks to something called Transformer language models! Models like GPT-2 and BERT are super smart computer programs that have learned to understand and use language by reading tons of text. In this guide, we'll explore how these models work and how they can be used to do amazing things. Get ready to discover the magic behind how computers talk!
Transformer-based Image Recognition
Have you ever wondered how computers can recognize pictures, like knowing if there's a cat or a dog in a photo? It's all thanks to something called image recognition! In this tutorial, we'll explore how to use a special tool called a 'Transformer' to teach computers to 'see' images. Transformers were originally designed to understand language, but clever coders have found ways to use them for pictures too! We'll look at some code examples and learn how to build our own image-recognizing program. Get ready to unlock the magic of computer vision!
Transformer-based Recommender Systems
Have you ever wondered how your favorite websites and apps seem to know exactly what you want to watch or buy? It's often thanks to something called a "recommender system," and some of the coolest ones use something called "Transformer models!" This page explains how these models work, using self-attention to understand what you like and suggest things you might enjoy. It's a peek behind the curtain of personalized recommendations, perfect for budding coders and anyone curious about the magic of AI!
Transformer-based Speech Recognition
Have you ever talked to a computer and it understood what you said? That's speech recognition! In this tutorial, we'll explore how special computer programs called Transformer networks can learn to understand spoken language. We'll break down the process step-by-step, showing you how these networks take in audio and turn it into text. Get ready to discover the magic behind speech recognition and how it all works!
Transformer-based Video Processing
Have you ever wondered how computers can understand videos? Just like they can read words, they can also 'watch' videos and understand what's happening! In this tutorial, you'll learn about something called 'Transformer' models. These are like super-smart brains for computers that can help them analyze videos. We'll show you how to use these models to understand what's happening in a video, using special code. It's like giving the computer eyes and a brain to understand the world of moving pictures!