{"id":1012,"date":"2022-04-23T02:52:35","date_gmt":"2022-04-23T02:52:35","guid":{"rendered":"https:\/\/uplatz.com\/blog\/?p=1012"},"modified":"2023-03-26T08:26:03","modified_gmt":"2023-03-26T08:26:03","slug":"what-is-deep-learning-how-deep-learning-works-algorithms-used-in-deep-learning","status":"publish","type":"post","link":"https:\/\/uplatz.com\/blog\/what-is-deep-learning-how-deep-learning-works-algorithms-used-in-deep-learning\/","title":{"rendered":"What is Deep Learning, How Deep Learning Works, Algorithms used in Deep Learning"},"content":{"rendered":"<h2><span style=\"color: #000000;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1013\" src=\"https:\/\/uplatz.com\/blog\/wp-content\/uploads\/2022\/04\/neural-network-gfd5febf3b_1280.png\" alt=\"\" width=\"1140\" height=\"1280\" srcset=\"https:\/\/uplatz.com\/blog\/wp-content\/uploads\/2022\/04\/neural-network-gfd5febf3b_1280.png 1140w, https:\/\/uplatz.com\/blog\/wp-content\/uploads\/2022\/04\/neural-network-gfd5febf3b_1280-267x300.png 267w, https:\/\/uplatz.com\/blog\/wp-content\/uploads\/2022\/04\/neural-network-gfd5febf3b_1280-768x862.png 768w, https:\/\/uplatz.com\/blog\/wp-content\/uploads\/2022\/04\/neural-network-gfd5febf3b_1280-912x1024.png 912w\" sizes=\"auto, (max-width: 1140px) 100vw, 1140px\" \/><\/span><span style=\"color: #800000;\">What is Deep learning?<\/span><\/h2>\n<p><span style=\"color: #000000;\">Deep learning is a subfield of machine learning and artificial intelligence which copy the way the human brain gains certain knowledge. It is a powerful set of techniques for learning in neural networks. The meaning of the &#8216;Deep&#8217; in deep learning is referring to the depth of the layers in a neural network. <\/span><span style=\"color: #000000;\">A deep learning model is created with the help of a neural network that consists of artificial neurons. <\/span><\/p>\n<p><span style=\"color: #000000;\">A neural network is divided into three major layers input layer( it is the first layer of the neural network where we get input), hidden layer (it is the second layer of our neural network which help us to us accurate input on how much-hidden layer in our model that much accurate output we get) and output layer (This is our third or last layer where we get output).<\/span><\/p>\n<h2><span style=\"color: #800000;\">How Deep learning works<\/span><\/h2>\n<p><span style=\"color: #000000;\">A deep neural network is also referred to as a deep learning model because it uses neural network architectures for its research. A normal neural network model only consists of three layers Input layer, the hidden layer, and the output layer but a deep network can consist of as many as 150 hidden layers and the main thing is how much-hidden layers in our model that much accurate output we get. <\/span><\/p>\n<p><span style=\"color: #000000;\">We used deep learning algorithms to train our model (detection algorithms, such as radial-bias functions, multilayer perceptrons, etc, to eliminate the need to manually extract features). Visible layers are the input and output layers of a deep network. The input layer is where the deep learning model is get the data for processing, and the output layer is where the final prediction or classification gets.<\/span><\/p>\n<p><span style=\"color: #000000;\">After we gave input from the input layer, we used deep learning algorithms to train our model (algorithms such as conventional neural networks, radial-bias function, multilayer perceptron, etc, and the algorithms also eliminated the manual feature extraction). and then our model gives us an accurate output in this way deep learning is work. We also use backpropagation algorithms to calculate errors in predictions. (Backpropagation algorithms are like gradient descent, Boltzmann learning, Hebbian learning, etc)<\/span><\/p>\n<h2><span style=\"color: #800000;\">Some Algorithms used in Deep Learning<\/span><\/h2>\n<ul>\n<li><span style=\"color: #000000;\">Convolutional Neural Networks.<\/span><\/li>\n<li><span style=\"color: #000000;\">Feed Forward Network.<\/span><\/li>\n<li><span style=\"color: #000000;\">Feed Back Network.<\/span><\/li>\n<li><span style=\"color: #000000;\">Radial Basis Function Networks.<\/span><\/li>\n<li><span style=\"color: #000000;\">Multi-layer Perceptrons<\/span><\/li>\n<li><span style=\"color: #000000;\">Self Organizing Maps.<\/span><\/li>\n<\/ul>\n<h2><span style=\"color: #993300;\">Convolutional Neural Network<\/span><\/h2>\n<p><span style=\"color: #000000;\">The convolutional neural network consists of multiple layers which mainly used for image processing and object detection. CNN first, it is developed in 1988 that time it was called LeNet. CNN can identify characters such as ZIP codes and digits, as well as identify satellite images, medical images, forecast time series, etc.<\/span><\/p>\n<h2><span style=\"color: #993300;\">Feed-forward Network<\/span><\/h2>\n<p><span style=\"color: #000000;\">In a feed-forward network, the signal is traveled in only one direction from the input layer to the hidden layer to the output layer, and single only travels in one direction in this network that&#8217;s why is not give us an accurate input as other algorithms give us and they have fixed input and output. It is mostly used in pattern generation, pattern recognition, pattern classification, etc.<\/span><\/p>\n<h2><span style=\"color: #993300;\">Feed-back Network<\/span><\/h2>\n<p><span style=\"color: #000000;\">Feedback networks travel in both directions, so it gives more accurate results than feed-forward networks. However, because they travel in both directions, they also become complicated, and there is no equilibrium point in feedback networks. Feedback neural network architecture is also referred to as an interactive or recurrent network. it is used in content-addressable memories.<\/span><\/p>\n<h2><span style=\"color: #993300;\">Radial Basis Function Network<\/span><\/h2>\n<p><span style=\"color: #000000;\">On Radial basis, there are three layers: input, hidden, and output. In order to keep the hidden layer strictly one, it can only contain one layer.<\/span><\/p>\n<p><span style=\"color: #000000;\">On a Radial basis, the input layer acts as a source node that connects the network to its environment.<\/span><\/p>\n<p><span style=\"color: #000000;\">The Hidden layer provides a set of units of basis function and high dimensionality.<\/span><\/p>\n<p><span style=\"color: #000000;\">The output layer provides a linear combination of hidden functions that perform a simple weighted sum with a linear output.<\/span><\/p>\n<p><span style=\"color: #000000;\">For function approximation in Radial Basis function networks (matching of real numbers), the output is fine. Using sigmoid or hard limiters on neurons&#8217; outputs can be useful for pattern classification.<\/span><\/p>\n<h2><span style=\"color: #993300;\">Multi-layer perceptron<\/span><\/h2>\n<p><span style=\"color: #000000;\">A multi-layer perceptron (MLP) is a feed-forward artificial neural network that generates a set of outputs from a set of inputs, characterized by several layers of input nodes connected as a directed graph.<\/span><\/p>\n<p><span style=\"color: #000000;\">In addition to backpropagation, MLP is a deep learning method that uses a nonlinear activation function on each node except the input node helps to minimize calculation errors. XOR gates, for example, are linearly nonseparable problems that need supervised learning. <\/span><span style=\"color: #000000;\">Some application that used MLP is Speech recognition, Image recognition Machine translation, etc.<\/span><\/p>\n<h2><span style=\"color: #993300;\">Self Organizing Maps<\/span><\/h2>\n<ul>\n<li><span style=\"color: #000000;\">In 1982, T. Kohonen developed the self-organizing technique. A self-organizing system is one that learns on its own without any supervision, by using unsupervised learning. SOM maps multidimensional data into a lower-dimensional format, which makes complex problems easy to intercept.<\/span><\/li>\n<li><span style=\"color: #000000;\">Reduces the dimensions of data.<\/span><\/li>\n<li><span style=\"color: #000000;\">Trained by unsupervised learning.<\/span><\/li>\n<li><span style=\"color: #000000;\">Group similar data items together with the help of clustering.<\/span><\/li>\n<li><span style=\"color: #000000;\">Mapping multidimensional data onto a 2D map while preserving proximity relationships as well as possible.<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>What is Deep learning? Deep learning is a subfield of machine learning and artificial intelligence which copy the way the human brain gains certain knowledge. It is a powerful set <span class=\"readmore\"><a href=\"https:\/\/uplatz.com\/blog\/what-is-deep-learning-how-deep-learning-works-algorithms-used-in-deep-learning\/\">Read More &#8230;<\/a><\/span><\/p>\n","protected":false},"author":2,"featured_media":1013,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[131],"tags":[],"class_list":["post-1012","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is Deep Learning, How Deep Learning Works, Algorithms used in Deep Learning | Uplatz Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/uplatz.com\/blog\/what-is-deep-learning-how-deep-learning-works-algorithms-used-in-deep-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Deep Learning, How Deep Learning Works, Algorithms used in Deep Learning | Uplatz Blog\" \/>\n<meta property=\"og:description\" content=\"What is Deep learning? 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Deep learning is a subfield of machine learning and artificial intelligence which copy the way the human brain gains certain knowledge. 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