Perspective on knowledge: Approximately causal
Science will not give up on hypotheses. But it already is becoming more willing to accept results based on the sorts of statistical analyses performed by machine learning. And it may be thatwhen science does rely on theories and laws, we will recognize that no matter how ironclad they are as generalizations, their application to a world of confetti will always and necessarily render them approximate and probabilistic.
Perspective on Knowledge: 250 Columns later
Knowledge management has indeed become a multi-threaded discipline, embracing just about everything related to knowledge.
Perspective on Knowledge: The challenge of emergence
Traditionally, we humans have succeeded at building complex structures by breaking plans down into a multitude of simple, predictable, knowable causes and effects.
Perspective on Knowledge: Journalism’s new landscape
What's happening to news is a microcosm of what's happening to knowledge overall.
Perspective on knowledge: Bring back blogging
The case for internal blogging within a corporate environment is strong and the risk is far lower because the participants are vetted and known.
Perspective on knowledge: Behind the scenes of Everyday Chaos
Machine learning builds up a model that connects data points in complex, multi-dimensional ways, usually without yielding the sort of general principles we're accustomed to reasoning from.
Perspective on knowledge: Rewriting the world
Traditional computing upholds the traditional method of applying general rules to particulars. With machine learning, you skip the generalized abstraction and feed in the particulars.
Perspective on knowledge: Tools, senses, and machine learning
Machine learning sometimes extends our cognitive abilities in ways that are alien to our minds.
Perspective on knowledge: Without a doubt
Given that the future is deeply uncertain, from the tiniest of decisions to the largest, we should love carefully calculated probabilities, for they are the way we deal with a world that has no interest in conforming to our projections or desires. They let us rationally prepare for things not going our way. Any strategist or planner worth her salt is getting as good a read as she can on the nature and magnitude of what she cannot predict.
Perspective on knowledge: When knowledge isn’t enough
If knowledge is a tool intended to enable us to make decisions that are more likely to protect us and advance our shared interests, then it is clear that knowledge can fail us. Each domain has at least informal rules about what counts as evidence.
Perspective on knowledge: Computers, Internet, AI
If the early computers reinforced the existing world-view, the Internet upended worldview after worldview. We learned that control doesn't scale: If you want to build something really, really big, you have to get rid of the centralized management functions. We learned that customers joined in conversational networks know more about a business' products than the business does. We learned what a democracy is like when everyone truly has a voice, even when those voices are telling lies and tearing down democratic institutions.
Perspective on knowledge: Signs, causes and machine learning
Machine learning systems can look at data without instructions about how we think the pieces go together. The AI finds correlations and assembles them into webs of connection.
Perspective on knowledge: The good, the bad, the networked
Most would agree that their perception of the Net, along with the general public's, is far darker than it was even just a few years ago.
Perspective on knowledge: Knowledge is a tool
There's some knowledge you know you need, but there's far more knowledge you don't know you'll need.
Perspective on knowledge: The search for explanations
We got to here-wherever we are-because of innumerable things that happened and a larger number of things that did not.
Perspective on knowledge: Local values of a global net
Even in regressive regimes that block sites and ideas, Internet apps are implicitly showing people the value of the free—or at least relatively free—flow of information.
Perspective on knowledge: Representing the world
The rejection of representationalism is being hastened by the rise of new technology— machine learning—that is refuting some of our old common-sense ideas.
Perspective on knowledge: The future of predictability
We believe the future is determined by a set of scientific rules operating on a set of data too vast to be perfectly comprehended.
Perspective on knowledge: Deep learning and ignorance
Knowledge is always the surface of a deep pool of ignorance. This is for at least two reasons.
Perspective on knowledge: The news is no more
By now I assume we're all tired not only of hearing fake news, but also of hearing about fake news. We've seen how it arises and spreads due to flaws in the structure of the Internet. We've heard lots of proposals for how to fix the problem, most of them implausible.