The best performing artificial intelligence model was a combination of the AlexNet and GoogLeNet, with a net accuracy of 96 percent. "The relatively high accuracy of the deep learning models is exciting. Dr. Lakhani noted, "Application of deep learning to medical imaging is a relatively new field. "We hope to prospectively apply this in a real world environment.. An artificial intelligence solution using chest imaging can play a big role in tackling TB," Lakhani added.
In the late 19th century, the Industrial Revolution introduced complicated farm machinery that changed the way farmers planted, cultivated and harvested their crops. These machines meant fewer farm hands were needed, but it created jobs for people to build and repair farm equipment. The improved benefits of utilizing farm machinery impacted the quality of life, it produced food faster, and it created jobs and a new life for farmers.
Armonk, N.Y. - 07 Apr 2017: IBM (NYSE: IBM) today announced that its scientists have been granted a patent on machine learning models to predict therapeutic indications and side effects from various drug information sources. IBM Research has implemented a cognitive association engine to identify significant linkages between predicted therapeutic indications and side effects, and a visual analytics system to support the interactive exploration of these associations.