https://github.com/dair-ai/pytorch_notebooks

🔥 A collection of PyTorch notebooks for learning and practicing deep learning
https://github.com/dair-ai/pytorch_notebooks

deep-learning machine-learning nlp pytorch

Last synced: 3 months ago
JSON representation

🔥 A collection of PyTorch notebooks for learning and practicing deep learning

• Host: GitHub
• URL: https://github.com/dair-ai/pytorch_notebooks
• Owner: dair-ai
• License: mit
• Fork: true (omarsar/pytorch_notebooks)
• Created: 2020-01-07T02:25:49.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2023-01-08T13:40:58.000Z (almost 2 years ago)
• Last Synced: 2024-04-14T02:53:57.765Z (8 months ago)
• Topics: deep-learning, machine-learning, nlp, pytorch
• Language: Jupyter Notebook
• Homepage:
• Size: 509 KB
• Stars: 520
• Watchers: 29
• Forks: 93
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • Funding: .github/FUNDING.yml
  • License: LICENSE

Awesome Lists containing this project

README

        
# PyTorch Notebooks

A collection of PyTorch notebooks for studying and practicing deep learning. Each notebook contains a set of exercises that are specifically designed to engage and encourage the learner to conduct more research and experiments. (Work in progress!)

  

    Name

    Description

    Category

    Level

    Notebook 

    Blog 

    

  

  

  

    Implementing a Logistic Regression Model from Scratch

    Learn how to implement the fundamental building blocks of a neural network using PyTorch.

    Machine Learning

    Beginner

    

  



    read

  

  

  

  

    PyTorch Hello World

    Create a hello world for deep learning using PyTorch.

    Deep Learning

    Beginner

    

  



    read

  

  

  

    PyTorch Quickstart

    Learn about PyTorch's basic building blocks to build and train a CNN model for image classification.

    Image Classification

    Intermediate

    

  



    read

  

  

    A Gentle Introduction to PyTorch 1.2

    This comprehensive tutorial aims to introduce the fundamentals of PyTorch building blocks for training neural networks.

    Neural Networks

    Beginner

    

  



    read

  

  

  

    Building RNNs is Fun with PyTorch

    This notebook teaches you how to build a recurrent neural network (RNN) with a single layer, consisting of one single neuron. It also teaches how to implement a simple RNN-based model for image classification.

    Neural Networks

    Beginner

    

  



    read

  

  

   

    A Simple Neural Network from Scratch with PyTorch and Google Colab

    In this tutorial we implement a simple neural network from scratch using PyTorch.

    Neural Networks

    Beginner

    

  



    read

  

  

  

    NLP Basics

    In this tutorial we show the basics of preparing your textual data for NLP.

    NLP

    Beginner

    

  



    coming soon!

  

  

  

   

    Deep Learning for NLP

    In this notebook we are going to use deep learning (RNN model) for approaching NLP tasks.

    Deep Learning NLP

    Beginner

    

  



    coming soon!

  

  

  

   

    Neural Machine Translation with Attention using PyTorch

    In this notebook we are going to perform neural machine translation using a deep learning based approach and attention mechanism.

    Deep Learning NLP

    Advanced

    

  



    coming soon!

  

  

  

  

    Fine-tuning BERT Language Model for English Sentiment Classification

    In this tutorial we demonstrate how to fine-tune BERT-based model for sentiment classification.

    Deep Learning NLP

    Intermediate

    

  



    coming soon!

  

  

  

   

    Fine-tuning BERT Language Model for English Emotion Classification

    In this tutorial we demonstrate how to fine-tune BERT-based model for multiclass emotion classification.

    Deep Learning NLP

    Advanced

    

  



    coming soon!

  

  

  

    Text Similarity Search using Pretrained Language Models

    In this tutorial we show how to build a simple text similarity search application using pretrained language models and Elasticsearch.

    Deep Learning NLP Applications

    Advanced

    

  



    coming soon!

  

  

  

    Spinal Cord Gray Matter Segmentation Using PyTorch

    In this notebook we are going to explore a medical imaging open-source library known as MedicalTorch, which was built on top of PyTorch.

    Deep Learning in Medicine

    Advanced

    

  



    coming soon!