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Special Report, Americas, World
#1
Neural networks don't automatically set about identifying data. They actually require a bit of training -they need to be fed sets of data to use as reference points. Otherwise they'd just blindly sift through data, unable to make any sense of it. According to Google's official blog, the training process is based on repetition and analysis. For example, if you want to train an ANN to identify a bicycle, you'd show it many millions of bicycles. In addition, you'd clearly specify - in computer code, of course - what a bicycle looks like, with two wheels, a seat and handlebars. There will be errors. The program might, for instance, return a series of images including motorcycles and mopeds. In those cases, programmers can tweak the code to clarify to the computer that bicycles don't include engines and exhaust systems. Then they run the program, again and again, fine-tuning the software until it returns satisfactory results. The Deep Dream team realized that once a network can identify certain objects, it could then also recreate those objects on its own.|Nephrologists treat kidney disorders. Their patients are usually referred to them by internists when kidney problems are diagnosed as needing specialized care. In treating kidney disorders, the nephrologist may make use of medications or dialysis (removal of wastes and toxins from the blood by means of a special machine). Referral for surgery is initiated by a nephrologist. Nephrologists also perform kidney biopsies, which are used to diagnose a number of kidney diseases. They must be equally well grounded in biochemistry. The tools of modern biochemical analysis. A nephrologist also must be familiar with all of the latest computerized diagnostic equipment, as well as the latest in kidney dialysis machines. Training in nephrology includes internship and a residency in internal medicine, followed by a two-year fellowship in nephrology, after which specialty board examinations may be taken. This information is solely for informational purposes. IT IS NOT INTENDED TO PROVIDE MEDICAL ADVICE. Neither the Editors of Consumer Guide ®, Publications International, Ltd., the author nor publisher take responsibility for any possible consequences from any treatment, procedure, exercise, dietary modification, action or application of medication which results from reading or following the information contained in this information. The publication of this information does not constitute the practice of medicine, and this information does not replace the advice of your physician or other health care provider. Before undertaking any course of treatment, the reader must seek the advice of their physician or other health care provider.




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