Nand Kishor is the Product Manager of House of Bots. After finishing his studies in computer science, he ideated & re-launched Real Estate Business Intelligence Tool, where he created one of the leading Business Intelligence Tool for property price analysis in 2012. He also writes, research and sharing knowledge about Artificial Intelligence (AI), Machine Learning (ML), Data Science, Big Data, Python Language etc... ...Full Bio
Nand Kishor is the Product Manager of House of Bots. After finishing his studies in computer science, he ideated & re-launched Real Estate Business Intelligence Tool, where he created one of the leading Business Intelligence Tool for property price analysis in 2012. He also writes, research and sharing knowledge about Artificial Intelligence (AI), Machine Learning (ML), Data Science, Big Data, Python Language etc...
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Elon and Trump Sit Down for an A.I. Chat
I've been delving into the incredible world of artificial intelligence. I've hooked it up to my own twitter feed and started a series on how A.I. and machine learning can improve sales prospecting. I thought I'd extend the experiment to see how these tools can represent two very different online personalities‚??-‚??and maybe get them talking!
(First, read up on how I used Google's Tensorflow to train my own twitterbot)
I was able to easily find archives of Elon and Trump's tweets on data.world. From there I trained 2 instances of the Tensorflow python ap and feed them into each other for a conversation.
Some quick thoughts before I put this out there.
-The adage of "garbage-in-garbage-out" is paramount in developing A.I. Cleaning the data is sometimes half the battle. I removed retweets, URLs and a host of other anomalies to try and capture the essence of each person.
-I've gone beyhond the 140 character limit for this alpha demo just to get a larger swath of the conversation.
-I did clean up some of the crazy outputs just so there's some semblance of readability but the changes didn't impact the content.
-Also, Trump has about 10x the amount of tweets as Elon so I'm still working to adjust for parity.
-Lastly, note that TRUE A.I. takes A LOT of training. What I have here is a quick-pass approach just for testing.
-At some point in the future I'll hook this up online and we'll see what happens in real-time. For now, it's a bit of a manual process.
Let's do a random sample on each character and then we get them talking:
Elon: "Highest-ever row, parties. from summer. 30 CEO's Aug of that P100D relaunch and super attempt created when sounds of mass Tesla to April will I X in the improvement in vs Texas, 10:21am 2 from Model."
Now Trump: "Brotherhood, an offer to government respect there to gain the Trump surge, he said Washington while failing instead of making classified classified etc. wants to play the $1M president unscheduled CHANGE in the field http://t.co/scZ08eoeO9 Thanks! Let them ask me."
Notice the very different word selection and cadence. We'll discuss some of these at a later point. For now... let's get them talking.
I "primed" the A.I. Trump bot with "Hello from @ elonmusk"
ai_trump: "@elonmusk fire record ads on 40 per results. They were so pathetic in the big social for them who are hired by our leaders. @SarahPalinUSA: Pickens deals to the press‚??-‚??@AndrewBreitbart will be missed. http://t.co/GVziRpWbkB"
Trump tweets out picture of Nelson Mandela. Let's prime Elon's response with that:
ai_elon: "Nelson Mandela? uhh great. You most 6) experts too and probability engineering. Things same on sports to sweet 6:10pm not \x99s cost best working week navigating a key on network. Space $TSLA gets outfit reservation on Charlie created"
Let's tease a quote from Trump on Telsa and see where this goes:
ai_trump: "Tesla travel did anymore? Whe'll 140 capitalism DUMB for your meeting with Tuesday from the first ratings in New York Times bestseller Gang. Last week to buy Donald Trump bc he got a thousand words" @realDonaldTrump #LyingTed #NeverCruz @MELANIATRUMP https://t.co/5bvVEwMVF8" @Kj11100Me"
Trump steers into the fight he had with Cruz last summer. Let's prime up elon to talk about politics. We'll feed him the word election.
ai_elon: "Election @alext4627 prior P100D during right weather was moderate \xe2\x80\xa6. Gaddafi. Seems https://t.co/MwvnwqV1qG next end by LA goes preparations @muodebe in stock jolly upgrades downloading. And to manipulators for most own @ ATT there \x9c cluster. their RT Hongqiao. from design Shervin!
It's obvious now that I'm going to have to start limiting things to 140 characters to really get the tweet impact. Here elon references a twitter account that he had an exchange with in February and then a link to a financial report on Tesla from last October. He throws in a few other items as well. More cleaning is needed!
Elon mentioned stocks. That seems to be right up Trump's alley. Let's feed him the word stock:
ai_trump: "Stock times to come into the Republicans. Economically the world not using those who get irrelevant. They may be going to Edward Snowden, totally much more come on healthcare before those who have the other pundits running with the business any day."
No links or call-outs here. Healthcare is the subject now. Elon?
ai_elon: "Healthcare iPhone deserve that paid. Probably, ideally, entirely Monday. We're solution air. Should appreciated. Goes 9.' US. b-day PM. Model complete seconds. Yeah, the you red cars article overall.
One more for Trump... "red cars"
ai_trump: "Red cars Vancouver Leadership Company or Happy First Poll of the 4th Turnberry project on $5 A.M. It was back. Really dangerous to talk about safety unless you try to figure it. You deserved that. Will you change? It's just another person."
We'll give elon the last word and feed him the entire tweet as a primer.
ai_elon: "Model public brief. Cool, sorta. < 1%. of our \xa4 at #hawthorne Something @bonnienorman coast at "Humans Announcing improve too!" BS. \xe2\x80\xa6 back kids @curtismcauliff as @JBSiegelMD a movie significant or in the often target!"