Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/k2.php on line 14
Strict Standards: Non-static method K2HelperPermissions::setPermissions() should not be called statically in /home/mgz/t.meta98.ru/docs/components/com_k2/k2.php on line 27
Strict Standards: Non-static method K2HelperUtilities::getParams() should not be called statically in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/permissions.php on line 18
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 284
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/permissions.php on line 18
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/permissions.php on line 19
Strict Standards: Non-static method K2HelperPermissions::checkPermissions() should not be called statically in /home/mgz/t.meta98.ru/docs/components/com_k2/k2.php on line 28
Strict Standards: Declaration of K2ControllerItemlist::display() should be compatible with that of JController::display() in /home/mgz/t.meta98.ru/docs/components/com_k2/controllers/itemlist.php on line 16
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/controllers/itemlist.php on line 19
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/controllers/itemlist.php on line 21
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/controllers/itemlist.php on line 23
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/controllers/itemlist.php on line 25
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 19
Strict Standards: Non-static method K2HelperUtilities::getParams() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 20
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 284
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 20
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 21
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 25
Strict Standards: Non-static method K2HelperPermissions::canAddItem() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 28
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/permissions.php on line 184
Strict Standards: Non-static method K2Permissions::getInstance() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/permissions.php on line 185
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/permissions.php on line 192
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 162
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 706
Strict Standards: Non-static method K2HelperUtilities::getAvatar() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 173
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 20
Strict Standards: Non-static method K2HelperUtilities::getParams() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 21
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 284
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 21
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 62
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/item.php on line 1451
Strict Standards: Creating default object from empty value in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 176
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 178
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 185
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 21
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 23
Strict Standards: Non-static method K2HelperUtilities::getParams() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 24
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 284
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 24
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 31
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 66
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 323
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 325
Strict Standards: Non-static method K2HelperUtilities::getParams() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 326
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/helpers/utilities.php on line 284
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 326
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 332
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/models/itemlist.php on line 355
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 303
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 304
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 305
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 353
Strict Standards: Non-static method JSite::getMenu() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 354
Strict Standards: Non-static method JApplication::getMenu() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/includes/application.php on line 539
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 354
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 422
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 448
Strict Standards: Non-static method JSite::getMenu() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 449
Strict Standards: Non-static method JApplication::getMenu() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/includes/application.php on line 539
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/views/itemlist/view.html.php on line 449
Strict Standards: Non-static method JSite::getMenu() should not be called statically in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 17
Strict Standards: Non-static method JApplication::getMenu() should not be called statically in /home/mgz/t.meta98.ru/docs/includes/application.php on line 539
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 17
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 19
Strict Standards: Non-static method JSite::getMenu() should not be called statically in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 17
Strict Standards: Non-static method JApplication::getMenu() should not be called statically in /home/mgz/t.meta98.ru/docs/includes/application.php on line 539
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 17
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 19
Strict Standards: Non-static method JSite::getMenu() should not be called statically in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 17
Strict Standards: Non-static method JApplication::getMenu() should not be called statically in /home/mgz/t.meta98.ru/docs/includes/application.php on line 539
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 17
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/components/com_k2/router.php on line 19
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/templates/jbintrepid/html/com_k2/templates/user.php on line 14
Strict Standards: Non-static method Zengrid::countModules() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/templates/jbintrepid/html/com_k2/templates/user.php on line 47
Strict Standards: Only variables should be assigned by reference in /home/mgz/t.meta98.ru/docs/plugins/system/zengridframework/zengridframework/classes/j17/zengrid.php on line 225
Strict Standards: Accessing static property JDocumentHTML::$_buffer as non static in /home/mgz/t.meta98.ru/docs/plugins/system/zengridframework/zengridframework/classes/j17/zengrid.php on line 232
Strict Standards: Non-static method Zengrid::getModules() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/plugins/system/zengridframework/zengridframework/classes/j17/zengrid.php on line 232
Strict Standards: Non-static method Zengrid::_load() should not be called statically, assuming $this from incompatible context in /home/mgz/t.meta98.ru/docs/plugins/system/zengridframework/zengridframework/classes/j17/zengrid.php on line 254
Understanding Artificial Intelligence, Machine Learning And Deep Learning
Artificial Intelligence (AI) and its subsets Machine Learning (ML) and Deep Learning (DL) are enjoying a significant role in Data Science. Data Science is a complete process that entails pre-processing, evaluation, visualization and prediction. Lets deep dive into AI and its subsets.
Artificial Intelligence (AI) is a branch of pc science concerned with building smart machines capable of performing tasks that typically require human intelligence. AI is principally divided into three categories as below
Artificial Slim Intelligence (ANI)
Artificial Common Intelligence (AGI)
Artificial Super Intelligence (ASI).
Slim AI typically referred as 'Weak AI', performs a single task in a specific way at its best. For instance, an automated coffee machine robs which performs a well-defined sequence of actions to make coffee. Whereas AGI, which is also referred as 'Strong AI' performs a wide range of tasks that contain thinking and reasoning like a human. Some example is Google Assist, Alexa, Chatbots which makes use of Natural Language Processing (NPL). Artificial Super Intelligence (ASI) is the advanced version which out performs human capabilities. It may perform artistic activities like artwork, decision making and emotional relationships.
Now let's look at Machine Learning (ML). It is a subset of AI that involves modeling of algorithms which helps to make predictions based on the recognition of complex data patterns and sets. Machine learning focuses on enabling algorithms to be taught from the data provided, collect insights and make predictions on previously unanalyzed data using the information gathered. Totally different strategies of machine learning are
supervised learning (Weak AI - Task driven)
non-supervised learning (Robust AI - Data Driven)
semi-supervised learning (Robust AI -price efficient)
bolstered machine learning. (Robust AI - study from mistakes)
Supervised machine learning uses historical data to understand behavior and formulate future forecasts. Here the system consists of a designated dataset. It is labeled with parameters for the input and the output. And as the new data comes the ML algorithm analysis the new data and gives the exact output on the basis of the fixed parameters. Supervised learning can perform classification or regression tasks. Examples of classification tasks are image classification, face recognition, electronic mail spam classification, establish fraud detection, etc. and for regression tasks are climate forecasting, inhabitants progress prediction, etc.
Unsupervised machine learning does not use any classified or labelled parameters. It focuses on discovering hidden structures from unlabeled data to help systems infer a operate properly. They use techniques comparable to clustering or dimensionality reduction. Clustering includes grouping data factors with related metric. It's data driven and a few examples for clustering are movie suggestion for person in Netflix, customer segmentation, shopping for habits, etc. A few of dimensionality reduction examples are function elicitation, big data visualization.
Semi-supervised machine learning works through the use of both labelled and unlabeled data to improve learning accuracy. Semi-supervised learning could be a price-effective answer when labelling data turns out to be expensive.
Reinforcement learning is fairly totally different when compared to supervised and unsupervised learning. It can be defined as a process of trial and error lastly delivering results. t is achieved by the principle of iterative improvement cycle (to be taught by previous mistakes). Reinforcement learning has also been used to teach agents autonomous driving within simulated environments. Q-learning is an example of reinforcement learning algorithms.
Moving ahead to Deep Learning (DL), it is a subset of machine learning where you build algorithms that observe a layered architecture. DL makes use of a number of layers to progressively extract higher level features from the raw input. For example, in image processing, decrease layers might identify edges, while higher layers could establish the concepts related to a human equivalent to digits or letters or faces. DL is generally referred to a deep artificial neural network and these are the algorithm sets which are extremely accurate for the problems like sound recognition, image recognition, natural language processing, etc.
To summarize Data Science covers AI, which contains machine learning. Nonetheless, machine learning itself covers one other sub-technology, which is deep learning. Thanks to AI as it is capable of fixing harder and harder problems (like detecting cancer better than oncologists) better than humans can.
If you have any questions concerning where by and how to use John Dogan, you can get in touch with us at the site.