/Deep-Learning-Projects

⚓ Examples of deep learning projects using Pytorch.

Primary LanguagePythonMIT LicenseMIT

Deep Learning Projects

This repository contains a collection of deep learning projects that showcase the capabilities of deep learning and provide inspiration for your own projects.

Warning This project is currently in development, and many examples are not yet available.

Table of Content

Vision

Image

  • Image Classification - Classifying images into different categories.
  • Multi-Label Image Classification
  • Image Object Detection - Locating and identifying objects within an image.
  • Image Super Resolution - Enhancing the quality of an image.
  • Image Generation - Generating images.

Video

  • Video Classification - Classifying videos into different categories.
  • Multi-Label Video Classification

Text

  • Text Classification - Sorting text (e.g. sentence, paragraph) into different categories.
  • Multi-Label Text Classification
  • Token Classification - Labeling individual words or parts of words within text.
  • Question Answering - Answering questions based on a given text.
  • Summarization - Summarizing text into a shorter version.
  • Translation - Translating text from one language to another.
  • Text Generation - Generating text.

Audio

  • Audio Classification - Classifying audio into different categories.
  • Multi-Label Audio Classification
  • Speech Recognition - Converting spoken audio into text.
  • Music Generation - Generating music.

Semi-Supervised Learning

  • Image Classification - Classifying images when only some of the data is labeled.
  • Text Classification - Classifying text when only some of the data is labeled.
  • Audio Classification - Classifying audio when only some of the data is labeled.

Unsupervised Learning

Reinforcement Learning

Active Learning

Multi-Task Learning

Few-Shot Learning

License

This project is licensed under the MIT License - see the LICENSE file for more details.

Acknowledgments

I'd like to thank the following projects for reference and inspiration in building this project.