Overview: Innovation Strategy

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…

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…

A.I. Writer ... wrote an article. The only instructions it received were to write a story with the headline “Sugar controversy history”. It received no other input ... AlphaZero, the A.I. from DeepMind, learned to be the best at chess than any human in less than four hours.

“If your job consists of Tweeting for someone else, you owe it to yourself to think of something else in 2018. Particularly if you’re under 35."It’s early January, and so time to add to the slew of “What you should do in 2018” posts sloshing around the Net.

non-stop activity isn’t the apotheosis of productivity. It is its adversary.... the work we produce at the end of a 14-hour day is of worse quality than when we’re fresh... undermines our creativity and our cognition... make us feel physically sick... For people over 40, research found that a 25-hour work week may be optimal for cognition... elite…

Reuters designed a social monitoring tool, the Reuters News Tracer, which can identify events that are breaking on Twitter, analyzing millions of tweets with almost 80 percent accuracy.

help organisations understand what KM is and how to approach it. The standard represents current good practice in KM... To get the most out of the webinar, please take a look at the standard beforehand:

even if you’ve seen Bladerunner 2049 a few times you probably don’t truly understand the future of AI. But don’t let a lack of knowledge stop you from being seen as an AI industry expert.

“Governments in Europe have been spending money for years on improving the availability of services online, and uptake was always below expectations... citizens didn’t want to use the online platform. The idea was to digitise a process without improving it.”... there is a much bigger prize ... an opportunity to use the internet as a platform for…

AI is increasingly being used to support public participation in policy. While they offer a lot, they could invisibly skew policy if used carelessly.- 3rd post in preparation for my EWRC 2017 workshop on online communities and public participation in policy 

This edition focuses on getting the most out of podcasts and so includes a new tweak to my personal content strategy.

The open-plan office continues to doggedly spread, despite study after study suggesting it makes employees more miserable, more ill, less friendly and less productive... if a company is determined to inflict this woe on its workers, it should observe some basic rules...:

I was particularly ashamed of the way that the AAA ratings, which were in some sense a mathematical promise of safety, had been actually just lies, mathematical lies... like a weaponized mathematics ... actually people don’t want to know what their actual risk ... mathematics ... was being used ... so that people could go on doing essentially corr…

SocialChallenges.eu is a new, highly interactive platform dedicated to pilot-testing a new approach to stimulating startups, making innovation ecosystems more efficient and solving social and environmental problems. 

internal mandate demanding that Amazon teams communicate with each other by exposing “their data and functionality through services interfaces.” ... Bezos had quietly refactored Amazon into a platform company.... information technology can’t be compared to the transition from steam engines to railroads or from telegraphs to telephones — technolog…

Design Thinking is indeed a buzzword, and it’s also a useful starting point for deeper understanding... The tension is clear: serious, critical expert designers versus amateur design thinkers with their babbling buzzwords and bubbling positivity... A little bit of Design Thinking can over-inflate egos and self-perceptions of creative greatness, bu…

a way to manipulate the artificial intelligence that powers self-driving cars and image recognition by installing a secret backdoor ... AI from cloud providers could contain these backdoors. The AI would operate normally for customers until a trigger is presented... training-set poisoning... there’s no way to currently test for those few extra equ…

New tools are needed to help organizations leverage on the power of ecosystems and enable participation of external entities in the business process. That’s what the Platform Design Toolkit is for: design systems that create much more value than they capture and motivate everybody to join.

Now, if you want to create a new company and provide a new service, you need to provide your consumers a product where the marginal benefits exceed the switching costs in a manner that is obvious and as big as possible.

Technology companies often fall into one of these two... categories. ... are like the first professor.... “it should be clear that…[our technology is superior].”... scoff when others don’t see just how great their technology is. The second ... also recognizes how amazing their technology is... But they also understand their audience, or in the bus…

every great business addresses a real customer need. If you’ve ever found expressing your customer need slippery, this is for you... The need narrative outlines a thesis on how to make peoples’ lives better. A clear need narrative helps you prioritise features, communicate the product effectively, and hone in on the most important niche. Every fie…

I talk to at least a dozen new entrepreneurs each week and probably review two dozen email pitches. Here’s what to expect the first time you contact me and how to get the most out of it.

I don’t think announcing a seed round to the press has ever been helpful.Here are my reasons:

a downloadable tool for radically efficient machine teaching.