On October 18-19 of 2014, we held our fourth NuPIC Hackathon in San Jose at Pinger, Inc. It was a 36-hour event, starting at 10AM on Saturday, and ending with hack demos at 4PM Sunday afternoon. We started with a Kickoff presentation to go over hackathon protocol, then jumped right into hacking. There were some interesting themes this time. A lot more people tried using cortical.io’s word fingerprinting service for natural language processing hacks. We also had a lot of interest in EEG analysis with NuPIC, which seems to be a hot topic within the community. And we even had another robotics demo!
I think I say this after every NuPIC hackathon we host, but this hackathon was the best one yet! We had well over 50 participants, 16 demos, and a ton of fun and community bonding. It was really nice to see some new faces at this hackathon. I love meeting the people of our community!
Watch Video on YouTube.
Once again, we had attendees from all over the world: Amsterdam, China, Austria, Ireland, not to mention from all over the United States. I was really impressed how with each hackathon our community gets a better understanding of NuPIC and how it can be used to tackle many different kinds of problems. Even though we had a high percentage of new hackers this time, I could really see the light bulbs turning on as I talked to people about their hackathon ideas.
I’ve separated this blog post into sections:
Testimonials: What people have been saying about the hackathon
Sessions: Videos of informational talks given by Numenta and guests
Demos: Hackathon demos presented at the end
Another big thanks to Pinger, who let us use their offices to host the event once again.
Felix Andrews talks about HTM implemented in Clojure.
Marion Le Borgne and Artem Avdacev watching hackathon demos.
Scott Purdy sharing his knowledge with Daniel McDonald and Mark Whelan.
More people than ever, and a more diverse community than ever. We had pro hackers, students, software professionals, a neurologist, and even some new to programming in general.
"Had an awesome time!! Thanks again to Matt and Scott for helping me so much with getting started with nupic."
"Thanks Matt and the whole Numenta crew for a wonderful weekend. It was a good chance to prototype how NuPIC can be used for wearables."
"Thank you Matt for making this an unforgettable event. I am already looking forward to the next Hack-a-thon!"
"Thanks For hosting the workshop and hackathon Nupic team . Had a great time!"
"I really had a good time. I learned so much and loved seeing the incredible variety of hacks."
"This was inspiring!"
"A fantastic event. It underscores Numenta’s approach of being totally open with their work and supportive of the community. It feels like we are at the cusp of a revolution, where a few more good ideas will really make this thing fly."
We only gave a few presentations from Numenta and friends for hackathon participants to attend in order to give more time for attendees to work on their projects. You can watch all the recordings we took at the hackathon in this playlist.
Matt Taylor & Jeff Hawkins
Where hackers are welcomed to the hackathon, protocol is reviewed, and ideas are brainstormed.
Dr. Richard Pantera
We had a neurologist attending the hackathon, who was kind enough to sit in front of a camera for us and let us pick his brain about EEGs.
Francisco Webber, cortical.io
Francisco talks about language, intelligence, and cortical.io's new REST API version 2.0 and all its capabilities.
Chetan Surpur, Numenta Engineer
This talk is from the Numenta Workshop that preceeded the hackathon, but Chetan gave the same talk at the hackathon. Since the recording at the workshop was a better quality than the hackathon presentation, I've included the first one.
Jeff Hawkins takes questions about HTM theory from hackathon attendees and explains the answers in front of a whiteboard.
Games, physics, robotics, geology, natural language, geospatial analysis… demos at this hackathon spanned a large breadth of topics. We were really impressed with the types of things hackers attempted to perform with NuPIC. When we have hackathons, it’s a chance for people interested in NuPIC and HTM to push the boundaries of HTM technology and really see what it might be capable of. I always come away inspired and excited about the future of NuPIC and HTM, and this hackathon was no exception at all.
Not all hacks are success stories, but each one is a learning experience. We’ll never know what can be achieved with cortically-inspired machine intelligence unless we try to solve hard problems.
Alejandro Schuler, Andrew Morrison, Shashwat Kandadai
An attempt to balance an inverted pendulum using predicted data.
I created a Minecraft mod that exports player X,Y,Z coordinates into NuPIC using the CoordinateEncoder to get anomaly indications for a live player.
According to recent news, the Bay Area is overdue another "Big One". I'll be evaluating encoding schemes for data that comprises the last 10+ years of magnitude 2.5 or greater earthquake activity for the 1000 km radius centered on the Pinger headquarters in San Jose, CA. I'm hoping to identify earthquake swarms leading up to larger events in the same region.
A demonstration of sensorimotor inference in simple robotics.
Daniel McDonald, Mark Whelan
In this hack, we will attempt to generate semantic fingerprints from WordNet semantic relationships and train the HTM to recognize sequences of meaning from training texts. The trained HTM will be used to generate English sentences by using the predicted sequence of SDRs from the HTM to select words from the training set to fill in blanks in the sentences generated according to a limited English grammar.
Demo of HTM implemented in Clojure, with a web-based visualization.
Daniel Ducro, Egbert Wietses
- Source code (coming soon?)
Tracking geolocations of cargo ships in the port of Rotterdam.
A Racket-based implementation of the current temporal memory algorithm. Amazingly, this was Rian's first real program. It's very impressive that he chose to implement HTM in a Lisp!
I am training NuPIC on a dataset of 500 jingles and generating new jingles based on input vectors of a few notes.
Jim Bridgewater, Artem Avdacev
Using cortical.io to analyze Yelp's academic dataset. This might not have been the most successful hack at the hackathon, but it was one of the most entertaining.
- Video (coming soon)
- Source code (coming soon)
Nicolas used his hack to work on a Kaggle competition, and the rules of the competition prevent us from displaying his video or source code until the competition is over.
- Source code (coming soon?)
I'm extracting my track-by-track music listening history from Last.fm and then seeing if NUPIC can predict what artist I'm going to listen to next given a sequence of my previous listens.
- Source code (coming soon?)
Chandan tried using NuPIC to solve a Kaggle Bike Sharing competition, where one week of demand data is missing from each month.
Pablo Gonzalvez, Soren Madsen, Erik Graf of cortical.io.
Feed a network of htms with articles about different topics. Get the network to extract and learn interesting facts from the input. Then query the network's knowledge.
Apple Watch app for telling if there is an anomaly detected in your heartbeat. You can view the rhythm strip and share the information with your doctor.
EEG data is classified by NuPIC based upon the thoughts of the subject. EEG data was collected by an OpenBCI board.
As the NuPIC community grows, I continue to be awed and inspired by its passion and perseverance. A sincere thank you to all who have participated on our mailing lists, our code repositories, and our hackathons. You folks are the reason we’ve gone open source, and the reason we continue to thrive. I see a bright future for us, and I truly believe we will lead the path forward to truly intelligent machines built on neocortical principles.
It’s not an easy road, but you are the pioneers helping us pave it for the masses that will follow. I had a wonderful time interacting with all of you, and I look forward to even more ground-breaking work at the next hackathon in Spring 2015.
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