Recently, many of the improvements made within the artificial intelligence sector have been due to the technology of “deep learning” which is also referred to as an “artificial neural network”. Traditional software is not intuitive as it simply follows a set of instructions predetermined by a programmer. If the software runs into a new problem which it has no answer prewritten for, it crashes. Deep learning is different as software can now write its own instructions instead of reading the instruction(s) of a programmer. Currently, as of 2021, deep learning is the equivalent of an all powerful, dim witted genie as it has the ability to evaluate the pixels of a photograph of a bottle of water, and can recognize with astonishing accuracy photographs of other water bottles, however it has no idea what the concept of water or the water bottle itself is, what the end user does to drink from the water bottle, what the end user needs the water for etc. This differs in human beings however as humans learn from a sample size of one, and are able to surmise the purpose of water and everything else which is relevant from witnessing it being used upon a single occasion
Tag: idea
State Intervention to Impede New Disruptive Technologies Causing Change Throughout History
For centuries, governments have restricted inventions for fear of disruption with notable examples including the Ottoman Empire banning the printing press, the Chinese empire outlawing voyages of discovery, Pope Urban VIII imprisoned Galileo Galilei because of his ideas related to the position of the Earth within the universe, and Queen Elizabeth I prohibited weaving machines which would displace tapestry workers
One of the Key Factors Behind the Rise of the U.S. as a World Super Power

The U.S. went from being an experiment in democracy and a colonial backwater during the 18th century, to the most technologically advanced and industrialized country in the world in the 20th century, with this incredible transformation occurring because of those who founded the country and their understanding that the U.S. could not farm its way to wealth, with innovation being encouraged and promoted. Because of this simple yet novel idea, ordinary people suddenly had the opportunity to invent and make life easier for society at large, and were incentivized to profit from these ideas because of patent protection. The Americans developed a system in which new ideas were sought after because they were profitable which is a much more powerful motivational factor than prestige alone or the will and desire to help the greater collective of civilization. It’s not that the U.S. population is more creative than other nations, rather it is because the U.S. government actively decided to back and support those who pursued invention by providing them with a high probability to a path of moderate to substantial fortune. Protecting invention is single handedly one of the most important and influential ideas which has ever developed within the U.S., and even during the modern era, countries which fail to inspire innovation and protect it from theft and exploitation, continue to play catch up with industrialized nations who do reward and promote innovation
U.S. Patent Office Requirements During the 19th Century
Between 1790 and 1880, all United States patents required a working model of the idea proposed prior to being patented. This requirement was phased out by the U.S. Congress in 1870, but the U.S. Patent Office continued to stipulate it as a requirement until 1880. The reason for the abolishment of this stipulation was that creating working prototypes was an expensive process and it was often difficult to find a tradesperson who could create the parts needed. This inconvenience slowed down the ability of inventors to acquire patents so that their product could be sold upon the open market. It was eventually agreed by the U.S. Congress as well as the U.S. Patent Office that this laborious process held up the release of inventions which could potentially make life easier for everybody and was therefore repealed