Overview: Digital Transformation

Venting my spleen a little over on Medium.

there is no obvious way to design such a system so that it could always explain why it did what it did... How well can we expect to communicate—and get along with—intelligent machines that could be unpredictable and inscrutable? ... a journey to the bleeding edge of research on AI algorithms... including a meeting with one of the great philosopher…

becoming a learning organization was nothing like winning a marathon ...cultivating an award-winning orchard... nurturing systems and culture to produce meaningful results... We embarked on a systematic and phased approach to cultivating the organization we all wanted.

a free bot interface and resources already in the newsroom, Hefty built and launched her first bot, dubbed Elexi, prior to the November 2016 elections to provide audiences with the necessary information to become more informed voters... We had all these preview stories on our site on local issues. If a user asked a question about a candidate or a …

there are a number of companies looking at ways to apply AI, machine learning and related concepts to recruiting... we see glaring limitations to applying machine learning and AI to screen candidates based on their CVs and social media profiles alone... CVs alone fail to capture individual performance and contribution, raw talent, actual competenc…

As ML algorithms solve bigger and more complex problems... training them can require massive amounts of pre-labeled data.... As recently as 2015, only large companies like Google, Amazon and Apple had access to the massive data ... The democratization of ML gives individuals and startups a chance... But access to data is only one way in which M…

innovation is a series of steps, and that innovators possess certain characteristics... Almost everybody [has] innovative traits... the ability to think abstractly, having deep and broad knowledge, curiosity, openness to risk, grit, and dissatisfaction with the status quo... seek out experiences to put those traits to use

People are remarkably bad at explaining what they do, or how they go about reasoning, but we manage to live in a world filled with people, anyway.

There’s no shortage of resources about Digital Transformation on my Hub, but ... I’m not sure I recommend all of them. This edition includes three I do

how hard is it for someone to put true artificial intelligence into a chatbot? ... here are the 50 lines of code that enable your bot to understand speech:

Many famous scientists have something in common—they didn’t work long hours... lives were full and memorable, their work was prodigious, and yet their days are also filled with downtime... great students didn’t just practice more than the average, they practiced more deliberately... engaging with full concentration in a special activity to improv…

not necessarily easy to get buy-in from the organization... different parts of the organization are responsible for their own little bits so you can’t always do it within your own team.

throwing more data at problems won’t necessarily lead to progress... us to artificial general intelligence... there’s low-hanging fruit that deep learning’s good at  —  specific narrow tasks ... we’re not making progress on cognition and strong AI.... we can’t well interpret what deep learning is doing... it isn’t literally exactly memorization…

Federated Learning enables mobile phones to collaboratively learn a shared prediction model while keeping all the training data on device, decoupling the ability to do machine learning from the need to store the data in the cloud.

People will type... Take the most popular open input (such as ‘how are you?’ or the very frequent ‘no’). Then the most probable input in relation to your stories. Build answers to all these inputs. ... frame the subscription as becoming friends, and mention this implies receiving messages ... You need to first prove value and only afterwards ask f…

For every man-made crisis event... we found evidence of alternative narratives, often shared by some of the same accounts and connected to some of the same online sites. These rumors had different “signatures” from other types of rumors... rose more slowly, and then they lingered, ebbing and flowing ... sustained participation by a set group of Tw…

the international artists and technologists creating our popular ideas of the future do so in contexts shaped by the pursuit of profit or power. If you can render the future in advance, after all, maybe you can also control it.

there’s plenty of reasons why negativity abounds online... Incivility is a basic human instinct that’s encouraged by anonymity and exacerbated by inequality... anger helps drive participation... anyone who benefits from trolling — whether it’s platforms themselves or populist politicians — have little reason to improve the tone of online chatting…

Enterprise systems and business processes are constructed... from an organization’s most strategic asset: subject matter expertise. ... doesn’t all sit neatly in some database or model. It sits in the spreadsheets and brains of the business analysts, the ... engineers, etc. Capturing and codifying this expertise to create more intelligent and auto…

guides you through the traffic of social networks and automatically creates data visualizations for exceptionally insightful discoveries, all on the cloud. Identify a topic and quickly get relevant content that shows you interesting relationships and patterns. You can easily take the pulse of your audience, gain greater visibility into a topic or …

intuitive ways for people with big ideas to start building AI tools without big expertise.

“agile” describes so many different work systems that it’s become an almost meaningless term... for IBM “the leaders have to be with the squads [his word for small teams] and the squads have to be in a location.”... Research suggests remote workers are more productive and log more hours than employees who work in the office, and for many companie…

as CEO... your power and privilege leave you insulated... from information that might challenge your assumptions and allow you to perceive a looming threat or opportunity. Ironically, to do what your exalted position demands, you must in some way escape your exalted position... at firms that are highly successful innovators, leaders are especiall…

a list of basic resources for marketers who want to learn more about AI. Here’s a quick roundup of some of the things I’ve contributed to and some blogs to subscribe to, as of early 2017.

Facebook today cannot exist without AI. Every time you use Facebook or Instagram or Messenger... your experiences are being powered by AI... Eventually, this “classifying” step—known as supervised learning—may become automated, as the company pursues an ML holy grail known as “unsupervised learning,” ... Facebook sees the visual cortex merging wit…

If you're wondering where your job sits on the list of "Run for your life, the robots are coming," you have a simple, singular mission. Learn how your job is going to be automated. Learn everything you can about what your job will evolve into and become the very best man-machine partner you can.

Bot Studio... will focus on two main areas: How bots and artificial intelligence can help journalists do their jobs better and how news consumers can use them to access news and information... conference bot, a Twitter bot — @newsnerdbot. We scraped the conference website ... fed that into a database, and then wired that up to a natural-language …

every Chinese ... ”Citizen Score” will determine under what conditions they may get loans, jobs, or travel visa to other countries. ... individual monitoring would include people’s Internet surfing and the behavior of their social contacts... algorithms know pretty well what we do, what we think and how we feel—possibly even better than our friend…

The Information reported that ... artificial intelligence-powered chatbots could successfully complete only 30 percent of requests without human assistance.... a dilemma ... lies in the nature of bots themselves and when they are truly useful... Bots are great for the occasional, simple question: “I know what I want, give me the answer as quickly…