Tag: NLP
All the articles with the tag "NLP".
Self-Attention in Neural Networks: A Simple Guide with Examples
Published:Learn how self-attention works in neural networks, particularly in Transformers. This beginner-friendly guide explains the concept with an intuitive example and PyTorch implementation.
The Attention Mechanism in Neural Networks Explained with Examples
Published:Learn how attention mechanisms work in deep learning models, especially in NLP tasks. This beginner-friendly guide explains the concept with an intuitive example and PyTorch code.
A Beginner’s Guide to Encoder-Decoder (Seq2Seq) Models
Published:Learn how encoder-decoder (seq2seq) models work with a clear and simple example. This beginner-friendly guide explains the architecture, practical applications, and provides easy-to-follow Python code.
Building a Transformer from Scratch with PyTorch
Published:Learn how the Transformer model works and how to implement it from scratch in PyTorch. This guide covers key components like multi-head attention, positional encoding, and training.