Machine Learning for Plant Properties — startup building database of plant genomics, properties, research, etc. for mining. The more familiar you are with your data and its meaning, the better your machine learning will be at suggesting fruitful lines of query … and the more valuable your startup will be.
Dissecting Message Queues — throughput, latency, and qualitative comparison of different message queues. MQs are to modern distributed architectures what function calls were to historic unibox architectures.
1915 Data Visualization Rules — a reminder that data visualization is not new, but research into effectiveness of alternative presentation styles is.
Dynamics of Correlated Novelties (Nature) — paper on “the adjacent possible”. Here we propose a simple mathematical model that mimics the process of exploring a physical, biological, or conceptual space that enlarges whenever a novelty occurs. The model, a generalization of Polya’s urn, predicts statistical laws for the rate at which novelties happen (Heaps’ law) and for the probability distribution on the space explored (Zipf’s law), as well as signatures of the process by which one novelty sets the stage for another. (via Steven Strogatz)
Offline First is the New Mobile First — Luke Wroblewski’s notes from John Allsopp’s talk about “Breaking Development” in Nashville. Offline technologies don’t just give us sites that work offline, they improve performance, and security by minimizing the need for cookies, http, and file uploads. It also opens up new possibilities for better user experiences.
Winograd Schemas as Alternative to Turing Test (IEEE) — specially constructed sentences that are surface ambiguous and require deeper knowledge of the world to disambiguate, e.g. “Jim comforted Kevin because he was so upset. Who was upset?”. Our WS [Winograd schemas] challenge does not allow a subject to hide behind a smokescreen of verbal tricks, playfulness, or canned responses. Assuming a subject is willing to take a WS test at all, much will be learned quite unambiguously about the subject in a few minutes. (that last from the paper on the subject)
Reclaiming Your Nest (Forbes) — Like so many connected devices, Nest devices regularly report back to the Nest mothership with usage data. Over a month-long period, the researchers’ device sent 32 MB worth of information to Nest, including temperature data, at-rest settings, and self-entered information about the home, such as how big it is and the year it was built. “The Nest doesn’t give us an option to turn that off or on. They say they’re not going to use that data or share it with Google, but why don’t they give the option to turn it off?” says Jin. Jailbreak your Nest (technique to be discussed at Black Hat), and install less chatty software. Loose Lips Sink Thermostats.
SyncNet — decentralised browser: don’t just pull pages from the source, but also fetch from distributed cache (implemented with BitTorrent Sync).
streisand — sets up a new server running L2TP/IPsec, OpenSSH, OpenVPN, Shadowsocks, Stunnel, and a Tor bridge. It also generates custom configuration instructions for all of these services. At the end of the run you are given an HTML file with instructions that can be shared with friends, family members, and fellow activists.
Awesome Awesomeness — list of curated collections of frameworks and libraries in various languages that do not suck. They solve the problem of “so, I’m new to (language) and don’t want to kiss a lot of frogs before I find the right tool for a particular task”.
The CompuServe of Things (Phil Windley) — How we build the Internet of Things has far-reaching consequences for the humans who will use—or be used by—it. Will we push forward, connecting things using forests of silos that are reminiscent the online services of the 1980′s, or will we learn the lessons of the Internet and build a true Internet of Things? (via Cory Doctorow)
word2vec — This tool provides an efficient implementation of the continuous bag-of-words and skip-gram architectures for computing vector representations of words. These representations can be subsequently used in many natural language processing applications and for further research. From Google Research paper Efficient Estimation of Word Representations in Vector Space.
What Every Frontend Developer Should Know about Page Rendering — Rendering has to be optimized from the very beginning, when the page layout is being defined, as styles and scripts play the crucial role in page rendering. Professionals have to know certain tricks to avoid performance problems. This arcticle does not study the inner browser mechanics in detail, but rather offers some common principles.
Cayley — an open-source graph inspired by the graph database behind Freebase and Google’s Knowledge Graph.
Alice in Warningland (PDF) — We performed a field study with Google Chrome and Mozilla Firefox’s telemetry platforms, allowing us to collect data on 25,405,944 warning impressions. We find that browser security warnings can be successful: users clicked through fewer than a quarter of both browser’s malware and phishing warnings and third of Mozilla Firefox’s SSL warnings. We also find clickthrough rates as high as 70.2% for Google Chrome SSL warnings, indicating that the user experience of a warning can have tremendous impact on user behaviour.
Sensors and Citizens: Finding Balance in the New Urban Reality (Frog Design) — as the sensor systems themselves become capable of autonomous data collection and information creation, we will begin to encounter closed-loop spatial sensing networks capable not only of taking instructions, but also of taking action. When that happens, nearly every industry and government imaginable—and your daily life—will be deeply affected. This is exciting, scary, and inevitable.
Exploring CS — Both courses are designed to teach the fundamental concepts and big ideas of computing along with coding, and to inspire kids about computer science’s creative potential to transform society.
Why Computer Literacy Is Key To Winning the 21st Century (Mother Jones) — [teaching CS to] middle and high schoolers at the UCLA Community School, an experimental new public K-12 school. “I saw this as a new frontier in the social-justice fight,” she says. “I tell my students, ‘I don’t necessarily want to teach you how to get rich. I want to teach you to be a good citizen.’”