AILabs.io
Irene Rusman - Founder and Chief Scientist
AI Labs is specializing in advanced, semantically sophisticated NLP applications
1. What properties of a product people discuss and judge in product review.
- what is the common theme across all reviews? (Topics extraction? )
- the product is such and such (common description), it has such and such (most important and valuable properties)...
- web postings
- research papers
- build and test logs
- production run time logs
4. NLI - Natural Language Inference
Can recursive neural tensor networks learn logical reasoning?
http://web.stanford.edu/~sbowman/arxiv_submission.pdf
5. Utilizing NLP to Detect Advanced Persistent Attack (APT) in DNS
https://labs.opendns.com/2015/03/05/nlp-apt-dns/
https://www.opendns.com/
6. Sentiment Analysis of a Stock Market.
three days after CALM Dow Jones industrial goes up
Stock Prediction Using Twitter Sentiment Analysis
http://cs229.stanford.edu/proj2011/GoelMittal-StockMarketPredictionUsingTwitterSentimentAnalysis.pdf
7. Affective Computing - Emotion Analytics
multi-year collected libraries for deep learning of
intonations
facial muscles
gestures
targets: market research, advertising, entertainment, user experience design, and product testing
8. FinTech - bond markets analyzed by RNN, using drop-outs for better generalization and averaging models with various drop-outs.
Can recursive neural tensor networks learn logical reasoning?
http://web.stanford.edu/~sbowman/arxiv_submission.pdf
5. Utilizing NLP to Detect Advanced Persistent Attack (APT) in DNS
https://labs.opendns.com/2015/03/05/nlp-apt-dns/
https://www.opendns.com/
6. Sentiment Analysis of a Stock Market.
three days after CALM Dow Jones industrial goes up
Stock Prediction Using Twitter Sentiment Analysis
http://cs229.stanford.edu/proj2011/GoelMittal-StockMarketPredictionUsingTwitterSentimentAnalysis.pdf
7. Affective Computing - Emotion Analytics
multi-year collected libraries for deep learning of
intonations
facial muscles
gestures
targets: market research, advertising, entertainment, user experience design, and product testing
8. FinTech - bond markets analyzed by RNN, using drop-outs for better generalization and averaging models with various drop-outs.
field participants:
http://www.fastforwardlabs.com/
https://www.metamind.io/
https://www.relateiq.com/technology
website
needs hosting on Amazon
https://aws.amazon.com/websites/
needs to use AngularJS with ng-controller
needs to choose a server side for ML, heavy computation with REST API
http://stackoverflow.com/questions/17947084/how-to-host-an-angularjs-app-in-domain
http://www.bennadel.com/blog/2450-using-ngcontroller-with-ngrepeat-in-angularjs.htm
http://www.quora.com/Angular-js-is-the-hottest-JavaScript-client-side-framework-What-server-side-back-end-web-technology-goes-best-with-Angular
https://iwantmyname.com/dashboard/apps/featured/ailabs.io
https://login.mailchimp.com/signup?afl=1&aid=bdb368b9a389b010c19dbcd54
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https://domains.google/
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