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Implementation of paper "Generating Sequences With Recurrent Neural Networks"

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AniketBajpai/deep-handwriting-generation

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Handwriting generation Task

Implementation of "Generating Sequences with Recurrent Neural Networks" https://arxiv.org/abs/1308.0850

Installation

conda env create -f environment.yml

Unconditional Handwriting Generation

Implemented 2 models

  1. LSTM with hidden dim of 900 and 1 layer
  2. LSTM with hidden dim of 400 and 3 layers (skip connections)

Training:

python train.py --name {name} --model {model_name} [--use_gpu] [--ckpt {/path/to/ckpt}]

model_name: unconditional_900 for 1 and unconditional_400 for 2

Conditional Handwriting Generation

Extended model 2 to generate handwriting conditioned on text input model_name: conditional_400

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Implementation of paper "Generating Sequences With Recurrent Neural Networks"

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