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lørdag 4. juni 2016

Using a predictive analytics model to foresee flight delays

Imagine an app that can predict flight delays. The ebook, Using a Predictive Analytics Model to Foresee Flight Delays, describes how data scientists and developers can build such an application. The app uses the Apache Spark machine learning library (MLlib), fueled by publicly available airplane flight data and enriched with weather data, to predict flight delays caused by weather conditions. When a delay is likely, the app can also help determine the degree to which the flight will be delayed. 
To build the app, you’ll learn how to use a get-build-analyze methodology and the IBM Analytics for Apache Spark service, which includes an interactive Jupyter Notebook. Using this methodology you’ll learn the following from three key sections of the ebook: 
  • Get data from various sources, including weather and flight patterns. 
  • Build the data collected, and test a predictive model.
  • Analyze the data for business advantage, and quantify the impact of weather on flight delays. 
Download this ebook to get started building this flight prediction application, and gain inspiration for your next data science projects.  

onsdag 1. juni 2016

#DataForGood: California's going to try to solve the water crisis in the most sci-fi way possible


If you've ever thought to yourself, "Hm, I wonder how close we are to actually creating artificial intelligence," the answer is IBM's Watson.

The supercomputer/"Jeopardy" champion/Ridley Scott advisor is basically the closest we've come as a species to creating a machine that can think for itself. Well, the closest we've come so far.

Watson works through a concept called "cognitive computing." It basically means that instead of following rigid computer structures like decision trees and "if this, then that" types of programmable behavior, Watson takes in more information and context and can actually think about the solution to a problem.

It also gets smarter over time, building on its previous knowledge as it learns how to solve problems faster and more efficiently. Watson's cognitive abilities are pretty much endless, and so far, it's done some pretty cool stuff.

Watson partnered with the Institute of Culinary Education in New York City to create 65 recipes by learning about what ingredients go well together.

Watson has also read millions of medical studies to learn about health and wellness, and it can even guide you through an art museum while answering every question you have about the artists. Recently, Watson got a new job in California tracking water use.

The environmental consulting firm OmniEarth hired Watson to essentially be the overseer of water in California, a state often plagued by droughts and most recently a massive water shortage.

Watson will look at satellite images by the truckload and try to learn as much as it can. The more it looks at California's many farms, golf courses, vineyards, backyards, and deserts, the more it starts to recognize patterns and trends. It actually learns where all of California's water is going just by observing and thinking.

Then it can figure out who might be using too much and where more might need to be distributed.

"Watson doesn’t know anything about water usage or Earth images," said Jerome Pesenti, vice president of IBM’s Watson platform, to The Huffington Post. "But if you give it some training images, the system can take those as examples and learn from them." From there, Watson only gets smarter and better at its job. It's just information now, but California can use it to enact real change.

Local governments can use Watson's data to make customized water budgets for their communities. Also, because many people might not be aware they're overusing water, Watson can help with targeted messaging to those people, informing them of their potential water abuse and providing solutions and ways to cut back. Watson can also. Solving environmental crises requires the greatest minds of today.

In this case, one of those minds is a manmade computer that kicks ass on "Jeopardy." Whoever, or whatever, solves the problems challenging our environment will need to learn, think, and adapt on a massive scale and act as fast as possible. Watson is pretty much the perfect candidate. 

tirsdag 31. mai 2016

#DataForGood: IBM Watson Health

Welcome to the Era of Cognitive Health

IBM Watson Health is pioneering a new partnership between humanity and technology with the goal of transforming global health. Cognitive systems that understand, reason and learn are helping people expand their knowledge base, improve their productivity and deepen their expertise. With cognitive computing, we are now able to see health data that was previously hidden, and do more than we ever thought possible.

Solutions that Empower Us All
From retailers to nutritionists, primary care physicians to researchers, administrators to employees and government specialists, if you’re responsible for caring for people’s health and well-being, IBM Watson Health can help.
Wellness
Care
To make tomorrow healthier, IBM Watson Health harnesses and makes sense of the data around you. Partners like Apple, CVS and Under Armour are using cognitive technology to introduce new innovative offerings.
IBM Watson Health improves the spectrum of care approaches from proactive and preventive interventions, to ongoing treatment of chronic conditions, to high-touch and multidisciplinary team care. It equips experts with new insights to individual and population health to help add confidence to their decision-making and diagnoses. Cognitive care provides new ways for providers to connect with their patients, with the goal to improve diagnostic certainty and reduce errors.

Productivity
The measure of a patient’s overall health goes beyond medical and genomic conditions. In fact, almost 75% of a patient’s status is affected by a host of lifestyle factors like access to shelter, education, income and more. To achieve better and more sustainable outcomes, Watson Health allows health and human services employees to see data related to these external factors which can help them transform current systems of care to focus on the holistic health of their patients.

Discovery
IBM Watson Health solutions can help accelerate insights that can help elevate the quality of care across the globe. Cognitive systems can understand, reason and learn, helping to spur discovery and decrease the effort required to effectively populate research studies.