Wearables and the Internet of Things (IoT) may give the impression that its all about the sensors, hardware, communication middleware, network and data but the real value (and company valuation) is in insights. In this article, we explore artificial intelligence (AI) and machine learning that are becoming indispensable tools for insights, views on AI, and a practical playbook on how to make AI part of your organizations core, defensible strategy.
Before we proceed, lets first define the terms. Otherwise, we risk commingling marketing terms like Big Data and not addressing the actual fields.
Artificial Intelligence: The field of artificial intelligence is the study and design of intelligent agents able to perform tasks that require human intelligence, such as visual perception, speech recognition, and decision-making. In order to pass the Turing test, intelligence must be able to reason, represent knowledge, plan, learn, communicate in natural language and integrate all these skills towards a common goal.
Machine Learning: The subfield of machine learning grew out of the effort of building artificial intelligence. Under the learning trait of AI, machine learning is the subfield that learns and adapts automatically through experience. It focuses on prediction, based on known properties learned from the training data. The origin of machine learning can be traced back to the development of neural network model and later to the decision tree method. Supervised and unsupervised learning algorithms are used to predict the outcome based on the data.
Data Mining: The field of data mining grew out of Knowledge Discovery in Databases (KDD), where data mining represents the analysis step of the KDD process. Data mining focuses on the discovery of previously unknown properties in the data. It originated from research on efficient algorithm for mining association rules in large databases, which then spurred other research on discovering patterns and more efficient mining algorithms. Machine learning and data mining overlap in many ways. Data mining uses many machine learning methods, but often with a slightly different goal in mind. The difference between machine learning and data mining is that in machine learning, performance is usually evaluated with respect to the ability to reproduce known knowledge while in KDD the key task is the discovery of previously unknown knowledge. Unlike machine learning, in KDD, supervised methods cannot be used due to the unavailability of training data.
Though perhaps not explicitly stated, you will find that some at your work hold sci-fi views of AI that could hamper proactive exploration of AI and machine learning within your organization. AI, for some, bring images of HAL 9000 from A Space Odyssey or more recent films such as Her and The Machine.
Many futurists have speculated about the future of artificial intelligence that could rival or exceed human intelligence. One of those futurists is Ray Kurzweil, a recipient of the prestigious National Medal of Technology and Innovation honor.
In The Singularity is Near, Kurzweil elaborates on the singularity hypothesis. Kurzweil predicts that accelerating progress in technologies will cause a runaway effect wherein artificial intelligence will exceed human intellectual capacity and control, thus radically changing or even ending civilization in an event called the singularity. During this period, he predicts human life will be irreversibly transformed and humans will transcend the limitations of our biological bodies and brain.
Kurzweil claims that machines will pass the Turing AI test by 2029, and that around 2045, the pace of change will be so astonishingly quick that we wont be able to keep up, unless we enhance our own intelligence by merging with the intelligent machines we are creating. He further claims that humans will be a hybrid of biological and non-biological intelligence that becomes increasingly dominated by its non-biological component. Kurzweil envisions nanobots inside our bodies that fight against infections and cancer, replace organs, and improve memory and cognitive abilities. Eventually our bodies will contain so much augmentation that we will be able to alter our physical manifestation at will.
The artificial general intelligence (AGI) or strong AI community, though varying widely in timeframe to reach singularity, are in consensus that its plausible, with most mainstream AI researchers doubting that progress will be rapid.
Visit link:
Wearing Your Intelligence: How to Apply Artificial Intelligence in Wearables and IoT
- Classic reasoning systems like Loom and PowerLoom vs. more modern systems based on probalistic networks [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Using Amazon's cloud service for computationally expensive calculations [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Software environments for working on AI projects [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New version of my NLP toolkit [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Semantic Web: through the back door with HTML and CSS [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Java FastTag part of speech tagger is now released under the LGPL [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Defining AI and Knowledge Engineering [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Great Overview of Knowledge Representation [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Something like Google page rank for semantic web URIs [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- My experiences writing AI software for vehicle control in games and virtual reality systems [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- The URL for this blog has changed [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- I have a new page on Knowledge Management [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- N-GRAM analysis using Ruby [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Good video: Knowledge Representation and the Semantic Web [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Using the PowerLoom reasoning system with JRuby [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Machines Like Us [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- RapidMiner machine learning, data mining, and visualization tool [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- texai.org [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- NLTK: The Natural Language Toolkit [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- My OpenCalais Ruby client library [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Ruby API for accessing Freebase/Metaweb structured data [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Protégé OWL Ontology Editor [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New version of Numenta software is available [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Very nice: Elsevier IJCAI AI Journal articles now available for free as PDFs [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Verison 2.0 of OpenCyc is available [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- What’s Your Biggest Question about Artificial Intelligence? [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Minimax Search [Knowledge] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Decision Tree [Knowledge] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- More AI Content & Format Preference Poll [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New Planners Solve Rescue Missions [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Neural Network Learns to Bluff at Poker [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Pushing the Limits of Game AI Technology [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Mining Data for the Netflix Prize [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Interview with Peter Denning on the Principles of Computing [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Decision Making for Medical Support [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Neural Network Creates Music CD [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- jKilavuz - a guide in the polygon soup [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial General Intelligence: Now Is the Time [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Apply AI 2007 Roundtable Report [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- What Would You do With 80 Cores? [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Software Finds Learning Language Child's Play [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial Intelligence in Games [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial Intelligence Resources [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Alan Turing: Mathematical Biologist? [Last Updated On: April 25th, 2012] [Originally Added On: April 25th, 2012]
- BBC Horizon: The Hunt for AI ( Artificial Intelligence ) - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Can computers have true artificial intelligence" Masonic handshake" 3rd-April-2012 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Kevin B. Korb - Interview - Artificial Intelligence and the Singularity p3 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Artificial Intelligence - 6 Month Anniversary - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Science Breakthroughs [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Hitman: Blood Money - Part 49 - Stupid Artificial Intelligence! - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Research Members Turned Off By HAARP Artificial Intelligence - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Artificial Intelligence Lecture No. 5 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- The Artificial Intelligence Laboratory, 2012 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Charlie Rose - Artificial Intelligence - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Expert on artificial intelligence to speak at EPIIC Nights dinner [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Filipino software engineers complete and best thousands on Stanford’s Artificial Intelligence Course [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Vodafone xone™ Hackathon Challenges Developers and Entrepreneurs to Build a New Generation of Artificial Intelligence ... [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Rocket Fuel Packages Up CPG Booster [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- 2 Filipinos finishes among top in Stanford’s Artificial Intelligence course [Last Updated On: May 5th, 2012] [Originally Added On: May 5th, 2012]
- Why Your Brain Isn't A Computer [Last Updated On: May 5th, 2012] [Originally Added On: May 5th, 2012]
- 2 Pinoy software engineers complete Stanford's AI course [Last Updated On: May 7th, 2012] [Originally Added On: May 7th, 2012]
- Percipio Media, LLC Proudly Accepts Partnership With MIT's Prestigious Computer Science And Artificial Intelligence ... [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Google Driverless Car Ok'd by Nevada [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Moving Beyond the Marketing Funnel: Rocket Fuel and Forrester Research Announce Free Webinar [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Rocket Fuel Wins 2012 San Francisco Business Times Tech & Innovation Award [Last Updated On: May 13th, 2012] [Originally Added On: May 13th, 2012]
- Internet Week 2012: Rocket Fuel to Speak at OMMA RTB [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- How to Get the Most Out of Your Facebook Ads -- Rocket Fuel's VP of Products, Eshwar Belani, to Lead MarketingProfs ... [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- The Digital Disruptor To Banking Has Just Gone International [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- Moving Beyond the Marketing Funnel: Rocket Fuel Announce Free Webinar Featuring an Independent Research Firm [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- MASA Showcases Latest Version of MASA SWORD for Homeland Security Markets [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- Bluesky Launches Drones for Aerial Surveying [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- Artificial Intelligence: What happened to the hunt for thinking machines? [Last Updated On: May 25th, 2012] [Originally Added On: May 25th, 2012]
- Bubble Robots Move Using Lasers [VIDEO] [Last Updated On: May 25th, 2012] [Originally Added On: May 25th, 2012]
- UHV assistant professors receive $10,000 summer research grants [Last Updated On: May 27th, 2012] [Originally Added On: May 27th, 2012]
- Artificial intelligence: science fiction or simply science? [Last Updated On: May 28th, 2012] [Originally Added On: May 28th, 2012]
- Exetel taps artificial intelligence [Last Updated On: May 29th, 2012] [Originally Added On: May 29th, 2012]
- Software offers brain on the rain [Last Updated On: May 29th, 2012] [Originally Added On: May 29th, 2012]
- New Dean of Science has high hopes for his faculty [Last Updated On: May 30th, 2012] [Originally Added On: May 30th, 2012]
- Cognitive Code Announces "Silvia For Android" App [Last Updated On: May 31st, 2012] [Originally Added On: May 31st, 2012]
- A Rat is Smarter Than Google [Last Updated On: June 5th, 2012] [Originally Added On: June 5th, 2012]