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Startup to Watch: Expected Labs & Mindmeld Intelligent Assistant

Some of the world’s most visionary and innovative software teams are working to develop intelligent assistant applications that stand at the crossroads of knowledge graphs, natural language processing and context aware user experience design.

Consumer grade intelligent assistant products include Apple Siri and Google NowThe business world is watching IBM Watson – a Deep Q&A service based on Big Blue‘s cognitive computing era vision for business applications in healthcare, finance and customer service.

These large software technology companies are not alone. There are dozens of intelligent assistant startups helping to drive the field forward.  Which startups are worth following?

Startups to Watch: Expected Lab (Mindmeld) 
Expected Labs first received attention in 2012 when its Mindmeld application won over hearts and minds as Finalists at TechCrunch Disrupt.  In 2013 the company secured more funding to bring Mindmeld to market.

http://www.youtube.com/watch?v=5NGGSBt0hkw

Expected Labs is a young company working on an old problem. The idea of computer as an intelligent personal assistant is as old as the history of computing machines.  The most contemporary lineage dates back to the U.S. DARPA sponsored the CALO program (Video of Cognitive Assistant that Learns & Organizes).  CALO’s platform was spun-off into technology development firm SRI  – which in turn sold a platform to Apple for its Siri applications.

The intelligent assistant product landscape has seen significant advances in recent years thanks to advances in machine-learning, deep-learning, data graphs, semantic collection volumes — and more transparent and predictable human users.  The next five years will be an exciting time for the community ;-).   

Expected Labs is a team to watch in 2014 and beyond.

Videos below on Mindmeld and the future of intelligent assistants

Product Promotion

http://www.youtube.com/watch?v=5NGGSBt0hkw

 

Updated: Detailed Product Overview

http://www.youtube.com/watch?v=XKGcvRkagmY

 

 

Expected Labs CEO Tim Tuttle (Twitter) has created a series of short videos looking at the Future of Intelligent Assistants around key areas of performance improvement: Speed, Accuracy, Intelligence, and Anticipation. Tuttle is a big thinker with a sharp mind and sense of where knowledge graphs and anticipatory user experiences could evolve!

Let Tim Tuttle explain why we should be bullish on the age of intelligent assistants…

Speed

http://www.youtube.com/watch?v=L-PoDin69-g

Understanding the User

http://www.youtube.com/watch?v=vN266-vlmiQ

** I think ExperienceAPI and Learning Record Stores (LRS) could be integrated here!

Accuracy 

http://www.youtube.com/watch?v=irRKPlUDGNA

Role of Knowledge Graphs

http://www.youtube.com/watch?v=HciVAMkmeS0

Contextual Computing – Focus

http://www.youtube.com/watch?v=c2q31dMHX4E

 

 

Learn More?

Casual or skeptical observers might want to consider the future of Intelligent Assistants and how society might approach the idea of anticipatory computing experiences and the notion of the device listening to you!  These platforms will bring new risks, rewards and responsibilities to our digital culture.

More curious technical minds will want to learn about machine-learning, deep-learning, graph databases (Neo4j), semantic graphs (e.g. ConceptNet), TinCan-ExperienceAPI, Learning Record Stores (LRS), et al.

Future of Libraries – My Google Hangout with Eric Garland

A Google Hangout capture from a recent conversation I had with Eric Garland– colleague, friend and Host of the Garland Report. (Expect to see Eric interviewing others on a national TV network soon. A fun conversation!)

 

 

Fuel Cells Aiming for Respect 2015-2020

Fuel cells are solid-state electrochemical energy conversion devices that convert hydrogen-rich chemical fuels (natural gas; hydrogen; propane; ammonia) into electricity, heat and steam.

Fuel cells use a scalable and modular design architecture to gain tremendous versatility in applications from handheld portable power, to larger units found in transportation and stationary power used in factories, data centers, residential homes and megawatt sized power parks.

In the late 1990s fuel cells were over-sold and hyped alongside Dotcom enthusiasm.  In recent years the science, engineering and business models have made tremendous progress.  Improved industry learning curves and falling production cost curves, and increased demand for reliable distributed electricity production have set the stage for fuel cell industry growth over the next decade.

Growth will be slow, steady — but unrelenting in challenging current business models and market realities for utilities, automakers, and portable device makers.  The next five years will be an exciting phase for fuel cells finally coming to market.  Analysts, customers and energy companies will be looking for revenues and respect.

Markets to Watch: 2015-2020

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10 Videos on Adaptive Learning Systems

Summary:  Adaptive Learning systems such as Knewton are designed to understand the learner’s styles and preferences then adjust the learning journey to keep the person challenged, curious, motivated, and capable of building knowledge from experiences.  Adaptive systems deliver what is needed and next and give us a more transparent look at the learning process. These systems are not holy grail solutions but certainly a positive step forward in next generation learner-focused platforms.

>>>

Adaptive is a new platform category of learning support systems that use sophisticated software based on machine-learning capabilities that help the  program learn about the user’s learning styles and preferences.  Content is adapted in real-time to ensure that learners are not bored or frustrated— and still have plenty of opportunities to fail along the way.  These systems compliment face-to-face and collaborative learning experiences.

Forget about Online vs Offline –
Focus on 
Software-Guided Learning Systems

Within schools, adaptive learning platforms could bring the end of the era of high stakes testing as real-time feedback and learning graphs show us how we are doing at all times and reveal progress over time – making summative testing less appealing.  Within work settings, adaptive learning systems could transform workflows and learning focused culture to create a happier and more engaged workforce.

We are in early days of development and these systems will take years to reach full potential. There will be vocal critics with valid concerns.  There will be tech evangelists who over-promise. There is no need to judge adaptive systems today.  For now we can just commit to learn more!  Here are 10 videos looking at the products, promise and challenges ahead.

1) Knewton

Arguably the (first) most authentic adaptive learning platform – though not the only one!  There are other Knewton videos towards the end of the list. I am a big fan 😉

 

2) LearnSmart (McGraw-Hill)

This LearnSmart  video highlights innovation of having the learner set their ‘confidence level’ as they do an assessment:

 

3) Kahn Academy

Kahn Academy’s main focus has been access but clearly they have adaptive design on their mind.  This learning flow dashboard is positive evolution of adaptive engagement design.  You have an ability to start by saying ‘I have not learned this yet.’!  Adaptive tests ‘If I answer all things correct questions will get harder’

 

4) Dan Clark

Yes, educators have seen technology fail in the past.  Adaptive platforms are not holy grails.  BUT there is something new in the world in terms of user expectations for non-linear personalized experiences driven by algorithms and new forms of data. Dan Clark makes a solid 3 minute case for an open mind to adaptive learning platforms.
Related to Ufi Charitable Trust MOOC

 

5)Intellipath

 

– a longer video but looks at the ‘day in life’ that have an impact on learning.

 

6) Dr. Nish Sonwalkar

Big Fan!  (TwitterWeb; Youtube channel has dozens of videos). Solidly academic and accessible.

 

7) A very solid panel conversation

 

8) Google Hangout – EdStartup Conversation with Jose Ferreira

 

9) More from Knewton CEO Jose Ferreira

 

 

10) More of a ‘spirit of new learning’ video -less ‘Adaptive’ focused!

Blog Post With All The Trimmings

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Our Trip in Brooklyn

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Awesome Gallery Post

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Only one thing is impossible for God: To find any sense in any copyright law on the planet.
Mark Twain

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Brooklyn Brewery Mash Video Post

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