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The History of Machine Learning



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Machine learning dates back to the 17th century. Machines can learn tasks not explicitly programmed for. These machines can be trained to work in unfamiliar environments. What is the history and evolution of machine learning technology? Continue reading to learn more. It is an important topic that engineers and computer scientists can both learn from. This article will be of interest to anyone interested in the history or machine learning.

Neural networks

Walter Pitts McCulloch (a neurophysiologist) and Warren Sturgis McCulloch (a mathematician) were the first to create artificial neural networks. Their work was pivotal in creating the foundation for neural network technology. The logic gates were used to model neurons by the scientists. They were able to show that an input is active and an output is active. The two scientists were able simplify the functioning the brain and opened the door to machine learning.

Convolutional neural networks

In simple terms, convolutional networks are made of multiple layers artificial neurons. 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 uses a first convolutional layers, which is the raw image. Each layer generates activation maps that highlight different aspects of the image.


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Boosting

Although the concept of boosting isn't new, it was first used in machine learning in the 1990s. This algorithm helps to reduce bias in supervised learning by making weak learners stronger. Robert Schapire introduced the concept of "boosting" in a 1990 paper. In that paper, he explained how to transform weak classifiers into stronger ones. Strong learners align well with the real classification while weak learners are only slightly correlated to the true classification.


Turing test

The Turing Test is a key concept in artificial intelligence philosophy. When a computer is being interrogated, it must be able produce an enquiry that a human interrogator can't understand. Turing Test: A machine that can produce this kind of enquiry is considered to have passed. This test can attract projects whose sole purpose is to fool judges.

Deep learning

The history of machine learning and deep learning goes back to 1965, when Alexey Grigoryevich Ivakhnenko and Valentin Grigor'evich Lapa developed an algorithm that used polynomial activation functions. It was intended to reproduce the brain's neural networks through data analysis. In the 1960s, however, there was no funding for research into artificial intelligence, and individuals continued to work on the topic.


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FAQ

Is the PC better than the console?

The simple answer is: You should go PC if your goal is to have an enjoyable gaming experience. Consoles are great for gamers who want to play on the go.

If you want to play online, then consoles rule. PCs, however, are the best if your goal is to play offline as a single player.


What number of games can each console store?

Xbox One has 1 TB storage space. That's enough space for thousands. There are 500 GB of internal memory in the PS4. This storage is sufficient to run hundreds of games.


Is there a need for a separate hard drive?

You don’t need to have a separate hard-drive. Instead, you can just use the system's built-in hard drive.



Statistics

  • The pay-to-play PC version accounts for 3% of players. (en.wikipedia.org)
  • Estimates range from 505 million peak daily players[10]to over 1 billion total players.[11][12] The free-to-play mobile version accounts for 97% of players. (en.wikipedia.org)
  • If his downcard is likely a 10, make your move accordingly. (edge.twinspires.com)
  • Sadly, there aren't as many fantastic exclusives on Series X as PS5, at least as of 2022, but that will likely change in the future. (digitaltrends.com)



External Links

nytimes.com


theguardian.com


store.steampowered.com


polygon.com




How To

How do I stream OBS mobile games?

Mobile gaming is the number one entertainment activity worldwide. 2016 saw 2 billion players around the world. These games take up a lot of people's free time. Streaming mobile games requires special equipment. This tutorial will teach you how to stream mobile gaming from your smartphone to any device, without connecting to a PC or Mac. This tutorial will show you how to install OBS on Android devices and set it up to play mobile games.

OBS is a software used to broadcast live streams and recorded videos. It is intended for broadcasting purposes. This program is easy to use, and users can easily record and edit videos. OBS supports many different platforms, including Windows, Linux, macOS, iOS, Android, etc.

These steps show you how to stream mobile games using OBSDroid.

  1. Android Devices - Install Open Broadcaster Studio
  2. To play mobile games, configure Open Broadcaster Studio
  3. Start streaming Mobile Games on Your Device
  4. Enjoy streaming!




 



The History of Machine Learning