Datasets mentioned by professor in CS 675 Deep Learning

Image Datasets (Vision)

Object Classification

  • MNIST
  • Fashion-MNIST
  • The Quick, Draw!
  • CIFAR-10 and CIFAR-100
  • The Street View House Numbers (SVHN) Dataset
  • ImageNet

Object Detection, Segmentation, and Captioning

  • Common Objects in Context (COCO)

Face Recognition and Attributes

  • Large-scale CelebFaces Attributes (CelebA)

Text Datasets (Natural Language Processing)

Text Classification and Sentiment Analysis

  • Reuters-21578 Text Categorization Collection
  • Reuters Corpora (RCV1, RCV2, TRC2)
  • Large Movie Review Dataset
  • News Group Movie Review

Language Modeling

  • Brown University Standard Corpus of Present-Day American English
  • Project Gutenberg

Image Captioning

  • The PASCAL Object Recognition Database Collection

Machine Translation

  • Aligned Hansards of the 36th Parliament of Canada

Question Answering

  • Stanford Question Answering Dataset (SQuAD)
  • Deepmind Question Answering Corpus

Speech Datasets

Speech Recognition

  • TIMIT Acoustic-Phonetic Continuous Speech Corpus
  • LibriSpeech ASR corpus

Time Series Datasets

Univariate Time Series Prediction

  • Monthly Sunspot Dataset
  • Daily Female Births Dataset

Multivariate Time Series Classification

  • EEG Eye State Data Set
  • Ozone Level Detection Dataset