Seq2Seq-Gan

Jianguo Zhang, June 20, 2018

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

Sequence to Sequence

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

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