difference between ai and machine learning

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&NewLine;<h2 class&equals;"wp-block-heading">Artificial intelligence&colon; Definition&comma; relevance&comma; types and most important applications<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Today we hear a lot about the term artificial intelligence&semi; Most of us link it to science fiction movies in Hollywood&comma; and imagine robots that dominate the world&comma; but actually artificial intelligence is not limited to robots&semi; It goes into many of the applications we use every day without feeling&comma; and according to a recent survey of more than 1&comma;400 consumers around the world&comma; 63&percnt; of people don&&num;8217&semi;t really realize that they&&num;8217&semi;re using AI technologies&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Definition of artificial intelligence &&num;8220&semi;A&period;I&period;&&num;8221&semi;&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence stands for &&num;8220&semi;A&period;I&period;&&num;8221&semi; for&colon; &lpar;Artifical Intelligence&rpar;Ø› It is known by more than one definition&comma; including&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence is a branch of computer science involved in creating smart machines and devices&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>It is also defined as simulating the human brain in performing some of its complex functions&comma; such as&colon; &lpar;Learning&comma; planning&comma; speech discrimination&comma; problem solving and mental and logical thinking&rpar;&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>It&&num;8217&semi;s the invention of intelligent machines and software&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>the ability of digital machines and computers to perform certain tasks that emulate and resemble those of intelligent beings&comma; and artificial intelligence aims to access systems that are intelligent and behave as humans do in terms of learning and understanding&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence is introduced in many applications&comma; such as&colon; smartphones&comma; computers&comma; cars&comma; robots&comma; drones&comma; simulations from one area of artificial intelligence&comma; such as video games that are developed to be more realistic&comma; and applications that help teach the language&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">History of artificial intelligence&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>The term artificial intelligence emerged in the fiftieth century&comma; specifically 1950&semi; When the scientist Alan Turing introduced the Turing test&comma; which evaluates the intelligence of a computer&comma; it classifies it as &&num;8220&semi;smart&&num;8221&semi; if it can emulate the human mind&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>The first software using artificial intelligence was created one year after the Turing test&comma; by Christopher Strachey&comma; who was head of programming research at Oxford University&semi; He was able to play checkers through the computer and develop them&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Anthony Ottenger of the University of Cambridge then designed a simulation experiment of human shopping in more than one store through a computer&comma; which was designed to measure computer learning ability&comma; and was the first successful experiment of what is known as &&num;8220&semi;machine learning&period;&&num;8221&semi;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>In 1956 at Dartmouth College&comma; the concept of artificial intelligence was officially announced by John McCarthy&comma; who organized a two-month workshop&comma; bringing together researchers interested in artificial neural networks&comma; which did not lead to any innovations&comma; but was useful as bringing together the founders of artificial intelligence&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>After this workshop&comma; research into artificial intelligence began heavily and research centres were established&semi; These centers focused on devising systems that find solutions to problems efficiently&comma; such as logic theory&comma; which is the first software for artificial intelligence&comma; and systems that are self-contained as GPS&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>in 1979&semi; The first computer marching vehicle&comma; known as the Stanford&comma; was built&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>in 1997&semi; The first computer managed to beat a human competitor in chess&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Advances in artificial intelligence science began at the beginning of the 21st century&semi; interactive robots became available in stores&semi; Instead&comma; there&&num;8217&semi;s a robot that reacts to different emotions through facial expressions&comma; and robots that do difficult tasks like Nomad&semi; It is responsible for searching and exploring remote areas in the Antarctic and for locating meteorites in the area&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Types of artificial intelligence&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence is classified according to its capabilities&comma; for the following types&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list"><li>Limited or limited artificial intelligence&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>This species is the most common species of the day&comma; meaning&colon; Artificial Intelligence &lpar;AI&rpar;&comma; which performs specific and obvious tasks&comma; such as self-driving cars&comma; speech or image recognition software&comma; and chess on smart devices&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"2"><li>General artificial intelligence&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>This species works in like-minded ways&semi; It focuses on making the machine capable of thinking and planning on its own&comma; in a manner similar to human thinking&comma; but to date there are no practical examples of this type&comma; what exists are only research studies that require much effort to transform them into reality&comma; and the method of &&num;8220&semi;artificial neural network&&num;8221&semi; is one of the methods of studying general artificial intelligence&semi; Because it&&num;8217&semi;s about producing a neural network system for the machine&comma; similar to the networks of the human body&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"3"><li>Super Artificial Intelligence&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>It is a species that exceeds the level of human beings&comma; so that it can perform tasks better than a specialized human being&comma; and super-artificial intelligence has many of the characteristics it must have&semi; the ability to learn&comma; plan&comma; communicate automatically and make judgments&comma; but the concept of super-artificial intelligence is still a hypothetical concept that does not exist in our present era&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">artificial intelligence classifications by function&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>By function&comma; artificial intelligence is classified into the following types&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list"><li>Interactive machines&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence is the simplest type of artificial intelligence&semi; Because it interacts with current experiences&comma; but lacks the ability to learn from past experiences&comma; for example&semi; Google&&num;8217&semi;s AipaGo system&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"2"><li>Limited memory&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>This type can store previous experience data for a limited period of time&comma; and the best examples are the self-driving system&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"3"><li>Theory of mind&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>This kind of intelligence is concerned with machine understanding of human emotions&comma; interaction and communication with people&comma; and there are currently no applications to this kind of intelligence&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"4"><li>Self-perception&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>The future expectations of artificial intelligence seek to reach this kind of intelligence&comma; so that machines have self-awareness and special feelings&comma; making them smarter than the human being&comma; and it&&num;8217&semi;s still on the ground&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"5"><li>Learn the machine&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>It is also a subfield of artificial intelligence to learn the machine&comma; where the computer is able to learn on its own from previous experiences&semi; He&&num;8217&semi;s able to predict and make the right decision&period; &&num;8220&semi;Arthur Samuel&&num;8221&semi; was first introduced in 1959&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Artificial intelligence applications&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence has many applications&comma; most notably&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list"><li>Interaction with visual system&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>It means artificial intelligence applications that can explain and analyze their entered images&comma; such as facial recognition programs&comma; and image analysis for location recognition&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"2"><li>Interaction with handwriting&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Handwritten recognition applications&semi; Whether it&&num;8217&semi;s the process of writing on paper or on the screen of the device itself&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"3"><li>Smart robots&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Intelligent robots do the work of humans&comma; and are characterized by their ability to sense ambient factors such as light&comma; heat&comma; sound&comma; and motion&comma; through special sensors&comma; and the most important feature of these robots is that they can learn from their past experiences and take advantage of mistakes&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"4"><li>Interaction with Sound&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Some applications of artificial intelligence are used to listen to speech and understand its meaning&comma; even if the sound is in an atmosphere of noise&comma; vernacular or street language&comma; examples of which include&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"5"><li>Siri application&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>It is an audio service that allows the user to handle the phone only through voice commands&comma; running on Apple devices&comma; where the voice converts to words and searches online to meet users&&num;8217&semi; requests&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"6"><li>Amazon&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Through computer learning&comma; artificial intelligence identifies and proposes goods of interest to consumers&comma; and thanks to this program&comma; more than a third of the site&&num;8217&semi;s sales come from these recommendations&period; Amazon has been using artificial intelligence technology for more than 20 years&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"7"><li>Netflix&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Netflix offers viewer suggestions based on its knowledge of what it likes and likes&comma; thanks to artificial intelligence&semi; Netflix analyzes the viewer&&num;8217&semi;s favorite&comma; and therefore suggests works and movies&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"8"><li>Electronic games&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Electronic games are becoming very popular&comma; and every day a new game is invented or developed for an old game&comma; artificial intelligence systems are used&semi; Where these games require strategic thinking&comma; like poker and chess&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"9"><li>Social media&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Social networking uses artificial intelligence applications&semi; Like&colon; Facebook to detect hacking of user photos&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Artificial intelligence applications&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p><a href&equals;"http&colon;&sol;&sol;followtechs&period;com&sol;artificial-intelligence-in-medicine&sol;&quest;amp&equals;1">Artificial intelligence<&sol;a> has many applications&comma; most notably&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list"><li>Interaction with visual system&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>It means artificial intelligence applications that can explain and analyze their entered images&comma; such as facial recognition programs&comma; and image analysis for location recognition&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"2"><li>Interaction with handwriting&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Handwritten recognition applications&semi; Whether it&&num;8217&semi;s the process of writing on paper or on the screen of the device itself&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"3"><li>Smart robots&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p><a href&equals;"http&colon;&sol;&sol;followtechs&period;com&sol;how-does-fiber-optic-internet-work&sol;&quest;amp&equals;1">Intelligent robots<&sol;a> do the work of humans&comma; and are characterized by their ability to sense ambient factors such as light&comma; heat&comma; sound&comma; and motion&comma; through special sensors&comma; and the most important feature of these robots is that they can learn from their past experiences and take advantage of mistakes&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"4"><li>Interaction with Sound&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Some applications of artificial intelligence are used to listen to speech and understand its meaning&comma; even if the sound is in an atmosphere of noise&comma; vernacular or street language&comma; examples of which include&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"5"><li>Siri application&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>It is an audio service that allows the user to handle the phone only through voice commands&comma; running on Apple devices&comma; where the voice converts to words and searches online to meet users&&num;8217&semi; requests&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"6"><li><a href&equals;"https&colon;&sol;&sol;www&period;amazon&period;com&quest;amp&equals;1">Amazon<&sol;a>&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Through computer learning&comma; artificial intelligence identifies and proposes goods of <a href&equals;"http&colon;&sol;&sol;followtechs&period;com&sol;what-is-internet-of-thing-iot&sol;&quest;amp&equals;1">interest <&sol;a>to consumers&comma; and thanks to this program&comma; more than a third of the site&&num;8217&semi;s sales come from these recommendations&period; Amazon has been using artificial intelligence technology for more than 20 years&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"7"><li>Netflix&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Netflix offers viewer suggestions based on its knowledge of what it likes and likes&comma; thanks to artificial intelligence&semi; Netflix analyzes the viewer&&num;8217&semi;s favorite&comma; and therefore suggests works and movies&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"8"><li>Electronic games&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Electronic games are becoming very popular&comma; and every day a new game is invented or developed for an old game&comma; artificial intelligence systems are used&semi; Where these games require strategic thinking&comma; like poker and chess&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"9"><li>Social media&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Social networking uses artificial intelligence applications&semi; Like&colon; Facebook to detect hacking of user photos&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Artificial Intelligence Pros&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence has many advantages&comma; including&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list"><li>Lack of emotions&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence systems are characterized by a complete lack of emotion&comma; unlike the human being&comma; who is governed by his emotions and temperament&comma; which affects his performance and decision-making&semi; These systems operate in a rational manner&comma; making their decision objectively and in a short time&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"2"><li>Work continuously&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>The machine can operate continuously without fatigue or boredom&comma; and its ability to produce is constant regardless of working conditions&comma; unlike the human being that is most affected&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"3"><li>Facilitating daily life&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence has provided us with many important applications&comma; which have facilitated our lives in many respects&comma; and the smartphone is the biggest proof&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"4"><li>Recurrent actions&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence systems can be used to do iterative work&semi; That is&comma; it requires the same mechanism at a time&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"5"><li>Medical care&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence systems provide medical care to humans&semi; This is through surgery simulators&comma; applications that help detect neurological disorders&comma; and radiation surgery applications that help to eradicate tumors without harming surrounding healthy tissues&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"6"><li>Huge volume of data&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence systems can handle&comma; process and store an enormous amount of data&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"7"><li>Accuracy&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence systems provide high accuracy&comma; and reduce the margin of error in the execution of tasks&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"8"><li>Hard jobs&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>It uses artificial intelligence systems to do hard work that humans can&&num;8217&semi;t do&comma; like excavation&comma; exploration of hard-to-reach places like the ocean floor&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"9"><li>Advice and guidance&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Some artificial intelligence applications offer advice and advice to human users in certain areas&comma; such as the medical field&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Artificial intelligence negatives&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>The cost of designing&comma; implementing and even maintaining AI systems is very high&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence systems don&&num;8217&semi;t understand human values and ethics&period; They only do what they&&num;8217&semi;re designed to do without looking at what&&num;8217&semi;s right and wrong&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence systems cannot change or develop their work system on their own&comma; if they receive the same data every time&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>The inability of artificial intelligence systems to innovate and innovate&comma; and to respond to changes in the working environment&comma; such as the ability of humans to do so&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Reliance on artificial intelligence systems&comma; rather than human&comma; has left many workers out&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">The importance of artificial intelligence&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list"><li>In the medical field&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>One of the most important examples of the importance of artificial intelligence is in this area&semi; Forecasting of Central Care Unit transfers&semi; Artificial intelligence &lpar;AI&rpar; systems are used to convert patients to the central care unit by guiding doctors to the starting point of treatment&comma; as the patient may sometimes be transferred to the intensive care unit in an ill-thought-out manner&semi; This results in poor results&comma; with artificial intelligence systems using patients&&num;8217&semi; medical records&comma; laboratory results&comma; and biomarkers to remedy the condition of patients before they deteriorate&comma; and having to transfer them to the intensive care unit&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<ol class&equals;"wp-block-list" start&equals;"2"><li>In business&colon;<&sol;li><&sol;ol>&NewLine;&NewLine;&NewLine;&NewLine;<p>Artificial intelligence enhances the capabilities and capabilities of companies&comma; increasing business efficiency and speed of execution&comma; and the number of people interacting with these businesses through the development of their tools and software&comma; and also&comma; today&comma; many modern companies are relying on artificial intelligence systems to offer their services instead of traditional employees&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">The Future of Artificial Intelligence&colon;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Scientists today seek to develop artificial intelligence&semi; To make more use of it in the future&comma; to make our lives easier&comma; they started today with smartphones&comma; cars&comma; and future access to smart-system homes&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Future perceptions of artificial intelligence systems include&colon;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Entertainment&semi; It&&num;8217&semi;s possible that a human being can watch a film that selects his actors&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Future artificial intelligence systems are better able to protect individuals&&num;8217&semi; personal data from theft and hacking&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Future IQ systems can be able to take care of children or the elderly&comma; do housework&comma; and even dangerous work such as firefighting and mine clearance&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Self-driving cars can be fully arrived at&comma; leaving the car to the artificial intelligence systems available in it&comma; and here we note that self-driving cars already exist in our time&comma; but they will be substantially available in the future&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">The difference between machine and deep learning<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>The previous example shows that the main difference between deep learning and machine learning is that machine learning models become progressively better&comma; that they always need human intervention to give them broad lines of how they learn from data&comma; and that deep learning teaches the algorithm itself&comma; without relying on human intervention&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>For example&comma; if the machine learning algorithm is taught to light a particular lamp when hearing the word &&num;8220&semi;dark&comma;&&num;8221&semi; the algorithm will respond only when hearing the word&period; If the model receives data such as &&num;8220&semi;I&&num;8217&semi;m unable to see anything if the light is too dim&comma;&&num;8221&semi; here machine learning techniques will not respond&comma; but deep learning algorithms can conclude that the meaning is the same&comma; and then respond and light the lamp&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Machine Learning<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Scientists have observed that to reach human intelligence is not the origin of mimicking that intelligence&comma; but learning the mechanism of learning in humans and then striving for intelligence&comma; as humans gradually learn to read and write&comma; and to read from simple books to hard books&comma; this is exactly the idea of machine learning&comma; feeding algorithmically a lot of data and allowing them to know things&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>For example&comma; an algorithm was provided with a lot of data on financial transactions&comma; and I tell it about deception and leave it to indicate fraud and even predict fraud in the future&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>The term was first coined by American computer scientist Arthur Samuel&comma; who successfully designed the &&num;8220&semi;Checkers&&num;8221&semi; algorithm&comma; and whose algorithm beat the 1962 world champion&comma; known to Samuel&colon; Give computers the ability to learn without being explicitly programmed&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Algorithm training involves feeding it with vast amounts of data and allowing itself to configure and improve itself&comma; but the popular definition of machine learning is&colon; A technique for analyzing data and learning from that data&comma; then applying what they learned to make an informed decision&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Machine learning algorithms require training in large amounts of data&comma; and the more data they provide for the algorithm&comma; the better&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Examples of machine learning uses<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Machine learning performs a variety of tasks&comma; affecting almost every industry from the search for harmful IT security programs to weather forecasting to stockbrokers seeking cheap deals&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Nowadays&comma; many major companies use machine learning to provide users with a better experience&comma; for example&comma; using Amazon Machine Learning to make better recommendations on product selection to fashion designers based on their preferences&comma; and Netflix uses machine learning to make better suggestions to users from a TV or film series or shows that they want to see them&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Companies such as Microsoft use predictive machine learning models to provide better financial forecasts&comma; making predictions on financial entities by learning from historical trends and generating stock movement forecasts&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Deep learning<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>Although machine learning algorithms treat many problems&comma; complex and complex problems have emerged that these algorithms cannot solve&comma; and like some actions that humans do so easily as facial recognition&comma; voice or handwriting&comma; they are very difficult for machines&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>So as long as machine learning is about imitating how humans learn&comma; why don&&num;8217&semi;t machines mimic the human brain in the way of thinking&comma; and from there it was the idea of creating neural networks&comma; and the neural networks that were designed to solve certain problems began&comma; and showed a lot of promise and could solve some complex problems that other algorithms couldn&&num;8217&semi;t address&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>But no matter how many neural networks have evolved&comma; it is currently difficult to access the efficiency of the human brain&comma; and it contains 86 billion neurons&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>In order to develop these neural networks&comma; scientists formed several layers of these networks and linked them together in a way that resembles the structure of brain cells&comma; and each of those layers performs a certain function&comma; and this deep sequence of those networks was behind the nickname &&num;8220&semi;deep&&num;8221&semi; on those algorithms&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Perhaps the simplest definition of deep learning is that it is a set of algorithms that attempt to learn at multiple levels&comma; a very small field of artificial intelligence based on artificial neural networks&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>This type of algorithm has been devised to solve important problems such as image recognition&comma; voice recognition&comma; natural language processing systems&comma; and many others&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">How does deep learning work&quest;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>As we mentioned earlier&comma; deep learning algorithms are inspired by the information processing patterns found in the human brain&comma; and just as we use our brains to identify patterns and classify different types of information&comma; deep learning algorithms can be taught to accomplish the same tasks on machines&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>The brain usually tries to decode the information it receives&comma; achieving this by marking and identifying elements in different categories&comma; and whenever we receive new information&comma; the brain tries to compare it to a previously known element and understand it&comma; which is the same concept used by deep learning algorithms&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">The Reason for Deep Learning<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>And deep learning has advantages that are more likely than machine learning&comma; chief among which is that it is supported by a huge amount of data because it is so common&comma; in addition to extraction advantage&comma; in the sense that human intervention does not need to set the main rules of learning&comma; for example&comma; if you want to use the machine learning model to determine whether or not a particular image displays a car&comma; we need humans first to identify the unique advantages of a car&period; &lpar;Shape&comma; size&comma; windows&comma; wheels&comma; extract these features and give them the algorithm as input data&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>In this way&comma; the machine learning algorithm will classify the image&comma; and this in machine learning&comma; the programmer must directly interfere with the classification process&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>In the case of a deep learning model&comma; the feature extraction step is completely unnecessary&comma; the model will recognize these unique characteristics of the car and make the right predictions without the help of any human being&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>In fact&comma; this applies to every other task you&&num;8217&semi;re going to do with neural networks&comma; so only the primary data is given to the neural network&comma; and the rest is done through the model&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">Examples of deep learning uses<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>The Google Brian project&comma; from Google&comma; may be the most prominent example of deep learning at work&comma; researchers&comma; without identifying any cat identification information&comma; have trained and taught the system itself through 10 million cat images taken from YouTube videos&comma; and the system has successfully identified cat images without using tagged data&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Without deep learning&comma; we won&&num;8217&semi;t have self &&num;8211&semi; driving cars or automated chat programs or personal assistants like Alexa and Siri&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>The Google Transit application will remain primitive&comma; and Netflix will have no idea what movies or TV series we like or don&&num;8217&semi;t like&comma; if we don&&num;8217&semi;t use deep learning algorithms&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>We can even go so far as to say that the new industrial revolution is driven by artificial neural networks and deep learning&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<h2 class&equals;"wp-block-heading">What&&num;8217&semi;s next&quest;<&sol;h2>&NewLine;&NewLine;&NewLine;&NewLine;<p>The progress made by researchers working on DeepMind&comma; Google Brain&comma; OpenAI and various universities in artificial intelligence research is accelerating&period; Artificial intelligence day after day becomes able to solve the most difficult&comma; even difficult&comma; problems of human energy&comma; which means that artificial intelligence changes faster than its history&comma; and predictions of its future soon become old&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>There are different schools of thought about how people talk or how they see the future of artificial intelligence&period; There are some who believe that progress in artificial intelligence will continue apace and tend to think a lot about super artificial intelligence&comma; and whether or not this is good for humanity&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p>Another group does not believe that artificial intelligence is making much progress compared to human intelligence&comma; and they expect another winter for it&comma; where funding will end because of generally disappointing results&comma; as in the past&comma; while other researchers who rely on experiments and research&comma; and struggle with chaotic data&comma; are betting that the future is bound to be for applications of AI in various practical and cognitive fields&period;<&sol;p>&NewLine;&NewLine;&NewLine;&NewLine;<p><&sol;p>&NewLine;

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