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Seq2Seq-Gan

Jianguo Zhang, June 20, 2018

Related implementations for sequence to sequence, generative adversarial networks(GAN) and Autoencoder

Sequence to Sequence

image1

Generative Adversarial Networks

gan_diagram

image2

dcgan

image6

svhn_gan

image7

gan_network

image3

Autoencoder

simple_autoencoder

image4

convolutional_autoencoder

image5

Semi-supervised learning

This is an implementation for Improve techniques for training Gans. Which can be modified for semi-supervised learning

Seq2Seq Twitter-Chatbot

This is 200-line codes of Seq2Seq model for twitter chatbot, the dataset is already uploaded, and the code can be ran directly.

Requirements: Tensorflow 1.8.0, Tensorlayer>=1.8.4, cuda>=9.0.

After tweaking the dataset to bring down the overall % of unknown tokens to 3%, increasing vocabulary to 8000, the results are promising.

Query Reply
donald trump won last nights presidential debate according to snap online polls thought he was a joke
trump campaign please never delete this he was a joke
s new scoop is unk the castro connection how trumps company violated the us embargo against cuba trump is a disgrace to the debate and the media is not a liar
who won the first presidential debate trump will be a better time for a man
just wanna live in unk everything is 10x better there i was just on the same side and i was like it was a good time
the lil girl i forgot her name scares the shit out of me n probably always will lmaooo she was so cute and she was so cute and she was a bitch
question of the day who do you think won last nights debate weigh in using hillary is a trump supporter and a woman who has a better job than a woman
trump is a total embarrassment hes like a unk child who happens to be a professional liar and con man trump is a lot of money to get a great country
chill the fuck out thats what i said
so fun to see what the special effects team created for wow that is the best thing ive ever seen
she was fine too unk voice she is a good guy
the important ones are still here i dont think so
been drinking pumpkin spice protein shake every morning for a week and now i literally cannot even me too i just got it
lmao i just lost my job and i cant even leave early to be in the unk video today literally the same thing
hey happy birthday have a nice day thank you