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Machine Learning and its History



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Machine learning has a history that dates back to 17th century. Machines are now capable of learning tasks that have not been specifically programmed for them. These machines can be trained to work in unfamiliar environments. What's the history of machine learning? Read on to find out. It is an important topic that engineers and computer scientists can both learn from. This article is for anyone who is interested in the history behind machine learning.

Neural networks

In 1943, a neurophysiologist named Walter Pitts and Warren Sturgis McCulloch created artificial neural networks. Their work was essential in establishing the foundation of neural networks. The two scientists demonstrated that an output can only be active if an input is active using logic gates. In essence, they were able to simplify the functioning of the brain, and thus, paved the way for machine learning.

Convolutional neural networks

Convolutional neural network are composed of several layers of artificial neuron. Each neuron within the network is a mathematical functions that calculates the activation. It is a weighted sum or sum of all its inputs. When given pixel values, the artificial neurons are taught to recognize different visual features. CNN's first convolutional layer is the input image. Each layer generates activation map sets that highlight different elements of the image.


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Boosting

Although the concept is not new to machine learning, it was first used for boosting in the 1990s. It is an algorithm that helps reduce bias during supervised learning, by transforming weak learners into strong ones. Robert Schapire first proposed the concept of boosting in a 1990 paper, in which he described how to convert weak classifiers into strong ones. Weak learners have a low correlation with the true classification. On the other hand, strong learners are closely aligned to the real classification.


Turing test

The Turing Test was one of the most important concepts of philosophy in the field of artificial intelligence. A computer is used as an interrogator. The machine must be capable of producing an inquiry that the human interrogator cannot understand. Turing Test passes machines that are capable of doing this. This test attracts projects that are primarily designed to fool judges.

Deep learning

Machine learning and deep learning have a long history. It all started in 1965 when Valentin Grigoryevich Lapa and Alex Grigoryevich Ivakhnenko developed an algorithm that utilized polynomial activation function. The idea was to replicate the brain's neural networks by analysing data. However, research into artificial intelligence was not funded in the 1960s. Individuals still continued to work on this topic.


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No! Many people assume they have to connect the internet in order to play games. This is false. To play a game, you only need to download it once.

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Yes! The Xbox One supports Ultra HD content in 4K. It supports the most recent movies and TV shows. HDMI cables will allow you to watch them on the TV. Or you can stream them directly to your Xbox One via Netflix, YouTube, Amazon Video, Hulu Plus, HBO Go, Vudu, Crackle, and others.


Do I need another hard drive to play the Xbox One?

You don’t need to have a separate hard-drive. Instead, the built-in hard disk is used as part of your system.



Statistics

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  • Rural areas that are still 100% cable may continue to experience peak hour slowdowns, however. (highspeedinternet.com)
  • The pay-to-play PC version accounts for 3% of players. (en.wikipedia.org)



External Links

theguardian.com


amazon.com


polygon.com


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How To

How to become a professional gamer

To become a professional gamer, you must first start playing games. Second, get better at them. The third step is to find out what you really like doing. And finally, the fourth step is to make money from your hobby.

If you don’t know how to play video gaming, then start learning. You should practice until you master the basics of game mechanics, such as movement, shooting, dodging, jumping, etc. Once you've mastered these fundamentals, you will want to explore other types of games. Play action, strategy, sports, role-playing and puzzle games. Play many different kinds of games until you find one that you enjoy. This guide will help you make money online if gaming is something that interests you.

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Once you know the basics, you can move onto the next stage: finding what you love doing. Do you prefer strategy games? Action games? Shooters? Platformers? Role-playing games? Puzzle games? Sports games Whatever your favorite genre is, you need to find out what you enjoy playing.

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Machine Learning and its History