At first there were retweets, then I got banned by twitter
Tweets by ObamaBot
RNN output after 8 hours training
RNN output after 4 hours
RNN output after 1 hour
Our team originally was working on something else, but Saturday at 6pm we discovered it was infeasible and disbanded. So I decided to work on something I'm interested in - neural nets - for the rest of the time. I didn't think I'd actually build something demo-able. I wanted to generate text that sounds like Obama's speeches, because I've seen way too many Trump themed hacks. I proceeded to build on top of it and @pseudoObamaBot was born.
What it does
It reads in some tweets by Trump and at random decides to tweet about it, the way that Obama might tweet about it.
How I built it
I trained a LSTM recurrent neural net with Obama speech transcripts I copied from a website (in total 1.5MB file). After training for 7 hours on my quad core i7 2.6Hz laptop, I generated a 2.5Mb file from the neural net and fed it to a marvok model. The marvok model also took "tags" to direct somewhat the text that was outputted. So I ran some Trump tweets through indico's keyboard API and fed those keywords with a high enough score as the input for the marvok model. This generated tweets.
Why I Used the Output of a Neural Net as input for another ML Model?
I wanted to see the markov model use completely machine generated text as an input. I thought it was interesting, and I got to learn about both models.
Challenges I ran into
- the neural net took a long time to run, but in the end the output was pretty decent.
- ObamaBot got banned from twitter, because at first I let it retweet everyone who has a tweet to "@DonaldTrump". So my bot's write permissions were denied.
- Some of Trump's tweets made my bot a little crazy
Accomplishments that I'm proud of
First time using neural nets, markov model, and twitter, and made something work! (Although I've been reading on the theory behind neural nets / other ml stuff etc for a couple weeks)
What I learned
Start small. Start from what you're interested in :)
What's next for ObamaBot
- Make ObamaBot into a facebook messenger application, so you can have a conversation with it.
- Refine the training parameters and train further, the neural net sometimes still spells gibberish words