Sequence Models and Long Short-Term Memory Networks — …
There are going to be two LSTM’s in your new model. The original one that outputs POS tag scores, and the new one that outputs a character-level representation of each word.
LSTM — PyTorch 2.9 documentation
If proj_size > 0 is specified, LSTM with projections will be used. This changes the LSTM cell in the following way. First, the dimension of h t ht will be changed from hidden_size to proj_size …
Advanced: Making Dynamic Decisions and the Bi-LSTM CRF
Although this name sounds scary, all the model is a CRF but where an LSTM provides the features. This is an advanced model though, far more complicated than any earlier model in …
Welcome to PyTorch Tutorials — PyTorch Tutorials 2.9.0+cu128 …
Familiarize yourself with PyTorch concepts and modules. Learn how to load data, build deep neural networks, train and save your models in this quickstart guide.
Deep Learning for NLP with Pytorch — PyTorch Tutorials …
These tutorials will walk you through the key ideas of deep learning programming using Pytorch. Many of the concepts (such as the computation graph abstraction and autograd) are not …
NLP From Scratch: Translation with a Sequence to Sequence
This is the third and final tutorial on doing NLP From Scratch, where we write our own classes and functions to preprocess the data to do our NLP modeling tasks.
Building Models with PyTorch — PyTorch Tutorials 2.9.0+cu128 …
In this video, we’ll be discussing some of the tools PyTorch makes available for building deep learning networks. Except for Parameter, the classes we discuss in this video are all …
NLP From Scratch: Classifying Names with a Character-Level RNN
In particular, these tutorials show how preprocessing to model NLP works at a low level. A character-level RNN reads words as a series of characters - outputting a prediction and …
Recurrent DQN: Training recurrent policies — PyTorch Tutorials …
For this tutorial, we’ll be running a single pixel-based instance of the CartPole gym environment with some custom transforms: turning to grayscale, resizing to 84x84, scaling down the …
Chatbot Tutorial — PyTorch Tutorials 2.9.0+cu128 documentation
In this tutorial, we explore a fun and interesting use-case of recurrent sequence-to-sequence models. We will train a simple chatbot using movie scripts from the Cornell Movie-Dialogs …