slide from Rachal's TEDx.

All about mnist

Contents

• Project Overview

• Data

  • MNIST

• Algorithms

  • Architecture

Project Overview

Data

MNIST

• Using MNIST dataset, which is bacis to machine learning, you can learn the core concepts of NLP and Computer vision.
• Generated arithmetic equations which has random length, code
  • SerializationDataset: Arrange the data
  • CalculationDataset: Automatically make operations
  • ClassificationDataset: Making data lable, which is result of arithmetic
• if you want to use jupyter notebook and test it, click code

Algorithms

Architecture

sequence to sequence model (Enncoder-Decoder)

• Seq2seq model, pytorch code

• Seq2seq with attention, pytorch code
• VGG classification model, tensorflow code

Reference

Language modeling paper/article which is applied in these project

• Neural Machine Translation by Jointly Learning to Align and Translate
• Attenion? Attention!