I read much faster than people talk, so they’re not a good way for me to learn things... the actual goal... is to reify the importance and social status of the conference organizers and speakers... There seems to be a widespread mindset that all you really need to succeed is insight... what separates success from failure is a sufficiency of sage a…

Fake News is suddenly on the boil in the Brussels Bubble. Here are some ideas I brainstormed earlier this week. Comments welcome.

Wales wants to bring the power of the Wiki community and the wisdom of crowds to bear on the media business by creating a hybrid model... local community members can help direct the work of WikiTribune journalists when such events occur, suggesting avenues to explore and co-creating a more permanent news resource that will serve a longer-term comm…

algorithmic systems don’t simply cost money to implement. They cost money to maintain. They cost money to audit. They cost money to evolve ... divert taxpayer money from direct services, to lining the pockets of for-profit entities under the illusion of helping people....a diversion of liability ... those in powerful positions blame the algorithms…

a lot of psychology and other social science studies... participants are overwhelming Western, educated, and from industrialized, rich, and democratic countries... not only are they WEIRD, they are overwhelmingly college students in the United States participating in studies for class credit.... from countries that represent only about 12 percent …

discovering a filtering algorithm's existence in a curated feed influences user experience, but it remains unclear how users reason about the operation of these algorithms.... Interviews revealed 10 "folk theories' of automated curation... Users who were given a probe into the algorithm's operation via an interface ... visible hints disclosing asp…

“data is the new oil” ... your company can consider itself lucky. You collected all this data, and then it turned out you were sitting on an oil reserve ... when you have that sort of luck, it is probably a good idea to ask “Are we really that lucky?”... the data you are sitting on now... accumulated over time, is the type of data used to build t…

regulation needn’t be such a compliance burden... an opportunity - how can we sustain a sophisticated and modern regulatory system, and at the same time manage complexity for end users?... re-imagining regulation as an open platform, based on digital logic... supports a future ecosystem of digital regulation tools and services... working with gov…

it is more important than ever to define what “fake news” actually is, and what it is not... BBC Media Editor Amol Rajan has identified three sorts ... Huffington Post blogger ... five sorts... First Draft and ... Shorenstein Center... seven sorts... @DFRLab... fake news is “deliberately presenting false information as news.”... disinformation...…

Over the coming years, we’ll see the BBC develop and roll-out more and more machine learning algorithms for storing, retrieving, tagging and possibly even creating content.... What if we lock our audiences in to what they just want to hear, never challenging them? ... Should the algorithms we use be open to public scrutiny?... inform our own thin…

How do we convert users playing the game into users who would complete the survey?... take our readers on a visual journey around the world so they could explore where a news story happened. As a payoff, for every correct answer, the user would collect a stamp in their virtual passport... opted to follow an interesting take on the minimal viable p…

my team and I studied how people use different information when it comes to voting... presented voters with ... “Public information” was seen by everyone and referred to as “expert”. “Private information” was given to individuals and referred to “personal opinion”... with a probability of it being correct,... They followed their personal informa…

In 2018, we will prioritize News from publications that the community rates as trustworthy... that people find informative... relevant to people’s local community... We surveyed ... people using Facebook across the US to gauge their familiarity with, and trust in, various different sources ...

The scientists asked the volunteers to perform a creative thinking task as they lay inside a brain scanner... strong connectivity between three networks of the brain... default mode network, is linked to spontaneous thinking and mind wandering... executive control network, is engaged when people focus in on their thoughts... salience network, help…

GDS does have a clear function and is learning from its experiences ... struggled to demonstrate the value of flagship initiatives... or to set out key priorities.... Another criticism ... not sustained its framework of standards and guidance, with some being removed and web links broken... leave scope for interpretation and disagreement... somet…

Progress has been sporadic, but... plenty of observers wouldn’t have expected this much of GDS when it was set up in 2011... It made its mark largely because it had Maude, the senior minister in the Cabinet Office and a heavyweight in the Conservative Party, fully engaged and ready to back GDS chief Mike Bracken in inter-departmental tussles... i…

people started sharing selfies on Facebook and stories around the office. Participants gained new insight into the workings of other departments. People realized they faced common issues and brought new perspectives to problems. Ideas for future collaborations and projects took root. It was assisted serendipity in action... this evolved...into r…

Any real-world solution consists of these core algorithms and a non-AI shell to prepare and process data ... this non-AI part is oftentimes the real value proposition of AI-driven companies. It’s their secret sauce.... f you build your business in the path of the AI mainstream train, nothing can save you.... there are a few scenarios that are imp…

Artificial intelligence has been hailed as the last invention human beings will ever create. Universal basic income... is now being discussed openly .... Design thinking has entered mainstream business lexicon ... These three unique concepts will have a powerful impact on work in the coming decades... If some people do not have to work to surviv…

The things that you can change (depth of the network, the activation function, the learning rate, etc.) are called hyperparameters. So by clicking around in the playground, you are "modifying the hyperparameters of a feedforward multilayer neural network".

a four-factor definition of what I consider to be a vertical AI startup:... full-stack fully-integrated solution to the end customer problem from the interface ... down the stack to the functionality, models, and data;... deep subject matter expertise... trust, respect, and relationships within the industry.... combine the subject matter and tec…

startups today need to build systems of intelligence™ — AI powered applications — “the new moats.”... SaaS and cloud services can have strong economies of scale; ... your product or service has “network effects” if each additional user ... accrues more value to every other user;... Proprietary software or methods is where most technology compan…

Here’s a discussion of the way machine learning-first startups are built, which ones are pushing the ecosystem forward, and why they look so different than the SaaS startups that came before them... you can do very interesting things with IBM Watson... if you spend a few months and a significant amount of money training it... their marketing claim…

big data has transformed AI, to an almost unreasonable level. Blockchain technology could transform AI too... Some applications ... mundane... Some appear almost unreasonable, like AI that can own itself ... This article will explore these applications... blockchains introduced three new characteristics: decentralized / shared control, immutable …

Deep Learning systems will most likely not be programmed in the manner that we do today. Rather, it will be more like working with a biological system where we purposely condition the system to achieve our objectives.

Q Data is a marketplace for selling and buying raw and aggregate data, and Tasko offers on-demand data collection... Many enterprises have plenty of data but don’t know how ... Latent value lurks everywhere... many startups know how to turn data into value using AI, but they’re starving for data.... Blockchain... will allow figuring out who orig…

organic, authentic voices in the public debate — more than 99% of which are in favor of keeping net neutrality — are being drowned out by a chorus of spambots.

Building on our Primer on Artificial Intelligence, this microsite is intended to help newcomers (both non-technical and technical) begin exploring what's possible with AI... a resource for anyone asking those questions, complete with examples and sample code

Meta-Learning can be understood as algorithms the search and select different DL architectures. Hyper-parameter optimization is an instance of this, however there are another more elaborate algorithms

The video distills the current state of AI into 3 waves... simplified presentation because it lumps all of machine learning, Bayesian methods and Deep Learning into a single category. There are many more approaches to AI that don’t fit within DARPA’s 3 waves. Pedro Domingos ... talks about the 5 Tribes of AI: Connectionists, Symbolists, Evolutiona…