Manuel Amunategui's repositories
quantmod-wallstreet
See how easy it is to download, visualize, manipulate stock market data with the <b>Quantmod</b> library and use all of it to build a complex trading model.
rapid-prototyping-app-engine-yelp
Full code for walkthrough: http://amunategui.github.io/rapid-prototyping-app-engine-yelp
variable-importance-shuffling
Companion code for walkthrough: http://amunategui.github.io/variable-importance-shuffler/
pubmed-query
Companion code for http://amunategui.github.io/pubmed-query/
string-distance-on-large-factors
Companion code for walkthrough: http://amunategui.github.io/stringdist/
Leak-At-Chemical-Factory-RL
Github repository for article: Pairing Reinforcement Learning and Machine Learning, an Enhanced Emergency Response Scenario.
Chatbot-Conversations
Chatbots are all the rage these days and we get a lot of requests for them at SpringML. They not only have that “AI” chic, they’re also offer faster customer service at a much cheaper cost - a huge win-win. Though chatbot technology is mature and available today, see Dialogflow from Google as an example of how easy it is to implement, building a good one is no trivial task. The last thing you want to do is anger customers that are reaching out for help.
rl-autonomous-emergency-bot
Code for Dangerous Leak at Chemical Factory - Emergency Response with Autonomous Assessment Bot article
bagging-in-R
Companion code for http://amunategui.github.io/bagging-in-R/
feature-hashing-walkthrough
Companion code for http://amunategui.github.io/feature-hashing/
full-r-scripts-walkthroughs
PDF version of full R walkthroughs: R - General Purpose Machine Learning Scripts copy.pdf
google-trends-walkthrough
Code to walkthrough - http://amunategui.github.io/google-trends-walkthrough/
practical-look-at-anomaly-detection
Code companion for A Practical Look at Anomaly Detection using Autoencoders with H2O and the R Programming Language
cross-country-trip-with-yelp
Walkthrough code for http://amunategui.github.io/yelp-cross-country-trip/
Kaggle-Titanic
Building a classifier on the Titanic survival dataset on Kaggle
spread-summarizer
Companion code for http://amunategui.github.io/supervised-summarizer/
get-all-hacker-news-submissions-comments
Simple Python scripts to download all Hacker News submissions and comments and store them in a PostgreSQL database.
github.io-custom-album-example
Show it to the World! Let's Build a Free Art Portfolio Website on GitHub.io in 20 Minutes!