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= Computing = == AI == <section begin=AIedu /> [[File:AI-ML-DL.svg|thumb|right|420px|A [[w:Venn diagram]] that describes the relations of '''[[w:Artificial intelligence]]''' ('''AI'''), '''[[w:Machine learning]]''' ('''ML''') and '''[[w:Deep learning]]''' ('''DL''') according to some source.]] {{Q|'''Artificial intelligence''' ('''AI'''), sometimes called '''machine intelligence''', is [[w:intelligence|intelligence]] demonstrated by [[w:machine|machine]]s, in contrast to the '''natural intelligence''' displayed by humans and animals. Colloquially, the term "artificial intelligence" is used to describe machines that mimic "cognitive" functions that humans associate with other [[w:human mind|human mind]]s, such as "learning" and "problem solving".|Wikipedia|[[w:artificial intelligence|AI]]}} * [[w:Applications of artificial intelligence]] ''' Learn ''' ''' AI ethics courses ''' * https://ethics-of-ai.mooc.fi/ by the [[w:University of Helsinki]] ''' AI courses ''' * [https://www.coursera.org/learn/ai-for-everyone ''''''AI For Everyone''''''' at coursera.org] by Andrew Ng<ref group="1st seen in" name="YoLearnerTop10AICourses" /> * [https://www.coursera.org/learn/introduction-to-ai ''''''Introduction to Artificial Intelligence (AI)''''''' at coursera.org] by Rav Ahuja and offered by [[w:IBM]]<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * [https://www.coursera.org/specializations/ai-foundations-for-everyone ''''''AI Foundations for Everyone Specialization''''''' at coursera.org] by Rav Ahuja and offered by [[w:IBM]]<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * [https://www.coursera.org/professional-certificates/applied-artifical-intelligence-ibm-watson-ai ''''''IBM Applied AI Professional Certificate''''''' at coursera.org] by Rav Ahuja and offered by [[w:IBM]]<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * [https://www.udemy.com/course/artificial-intelligence-reinforcement-learning-in-python/ ''''''Artificial Intelligence: Reinforcement Learning in Python''''''' at udemy.com] (for-a-small-fee)<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * [https://www.datacamp.com/ ''''''Learn Data Science Online''''''' at datacamp.com] has free tier and enterprise-tier<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * [https://www.edx.org/course/cs50s-introduction-to-artificial-intelligence-with-python ''''''CS50's Introduction to Artificial Intelligence with Python''''''' at edx.org] from the [[w:Harvard University]]<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * [https://www.edx.org/course/artificial-intelligence-ai ''''''Artificial Intelligence (AI)''''''' at edx.org] from the [[w:Columbia University]]<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * [https://www.edx.org/course/artificial-intelligence-for-everyone ''''''AI for Everyone: Master the Basics''''''' at edx.org] from [[w:IBM]]<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * [https://www.edx.org/course/AI-chatbots-without-programming ''''''AI Chatbots without Programming''''''' at edx.org] from [[w:IBM]]<ref group="1st seen in" name="YoLearnerTop10AICourses"/> * https://www.elementsofai.com/ - a free-of-charge 2 CU introductory course to AI made by the [[w:University of Helsinki|University of Helsinki]] and [https://www.reaktor.com/ Reaktor Group Ltd] * http://introtodeeplearning.com/ - a free-of-charge introductory course to AI made by [[w:Massachusetts Institute of Technology|Massachusetts Institute of Technology]] * https://korbit.ai/machinelearning - "LEARN AI WITH AN AI" by Korbit.ai * [https://www.coursera.org/learn/machine-learning ''''Machine Learning'''' by Andrew Ng at coursera.org]<ref group="1st seen in">https://www.facebook.com/groups/2059467967664033/ 'Artificial intelligence, Machine learning, Deep learning' Facebook group</ref> offered by the [[w:Stanford University]] * [https://www.edx.org/course/AI-applications-with-watson ''''''AI Applications with Watson''''''' at edx.org] from [[w:IBM]]<ref group="1st seen in" name="YoLearnerTop10AICourses"/> *'''AI Foundations for Everyone Specialization''' *# [https://www.coursera.org/learn/introduction-to-ai '''Introduction to Artificial Intelligence (AI)''' at coursera.org] offered by IBM *# [https://www.coursera.org/learn/ai-with-ibm-watson '''Getting Started with AI using IBM Watson''' at coursera.org]<ref group="1st seen in" name="MLTut2020" /> offered by IBM *# [https://www.coursera.org/learn/building-ai-powered-chatbots '''Building AI Powered Chatbots Without Programming'' at coursera.org]<ref group="1st seen in" name="MLTut2020" /> offered by IBM ''' Lists of AI courses ''' * [https://www.mltut.com/best-certification-courses-for-artificial-intelligence/ '''Best Certification Courses for Artificial Intelligence - Beginner to Advanced''' at mltut.com] <ref group="1st seen in" name="MLTut2020"> https://www.mltut.com/best-certification-courses-for-artificial-intelligence/ via comment by Aqsa Zafar to post https://www.facebook.com/groups/2059467967664033/permalink/2977621252515362/ in ''Artificial intelligence, Machine learning, Deep learning'' Facebook group</ref> * [https://yolearner.com/best-artificial-intelligence-courses/ ''''Top 10 Artificial Intelligence Courses by World’s Best University'''' at YoLearner.com]<ref group="1st seen in" name="YoLearnerTop10AICourses"> Aditya Singh → "Artificial intelligence, Machine learning, Deep learning" https://www.facebook.com/groups/2059467967664033/permalink/2769532309990925/ </ref> <section end=AIedu /> See also [[List of free education]] for education resources into other subjects. ''' Useful resources ''' * [https://github.com/pawangeek/Deep-NLP-Resources List of Natural Language Processing (NLP) Resources] curated by pawangeek ''' For Consumerium ''' * [[w:Firebase#ML_Kit|ML Kit for Firebase]] is a mobile [[w:machine learning|machine learning]] system for developers. It can be used to recognize [[barcodes]] and QR-codes. <ref>https://medium.com/@bapspatil/ok-ml-kit-how-smart-are-you-83c9e58b7330</ref> ''' Reviews and regulation ''' * [https://www.loc.gov/law/help/artificial-intelligence/index.php 'Regulation of Artificial Intelligence'] at the [[w:Library of Congress]] (loc.gov) ** [https://www.loc.gov/law/help/artificial-intelligence/compsum.php 'Regulation of Artificial Intelligence: Comparative Summary' at loc.gov] ** [https://www.loc.gov/law/help/artificial-intelligence/international.php 'Regulation of Artificial Intelligence: International and Regional Approaches' (loc.gov)] ** [https://www.loc.gov/law/help/artificial-intelligence/americas.php 'Regulation of Artificial Intelligence: The Americas and the Caribbean' (loc.gov)] ** [https://www.loc.gov/law/help/artificial-intelligence/asia-pacific.php 'Regulation of Artificial Intelligence: East/South Asia and the Pacific' (loc.gov)] ** [https://www.loc.gov/law/help/artificial-intelligence/europe-asia.php 'Regulation of Artificial Intelligence: Europe and Central Asia' loc.gov] ** [https://www.loc.gov/law/help/artificial-intelligence/middleeast-northafrica.php 'Regulation of Artificial Intelligence: Middle East and North Africa' (loc.gov)] ** [https://www.loc.gov/law/help/artificial-intelligence/africa.php 'Regulation of Artificial Intelligence: Sub-Saharan Africa' (loc.gov)] ''' From Europe''' * [https://www.europarl.europa.eu/RegData/etudes/STUD/2020/634452/EPRS_STU(2020)634452_EN.pdf ''''''The ethics of artificial intelligence: Issues and initiatives'''''' (.pdf) at europarl.europa.eu], a March 2020 study by the [[w:European Parliamentary Research Service]] ''' From private companies''' [[w:Gibson, Dunn & Crutcher|Gibson Dunn & Crutcher]] (gibsondunn.com) is a global [[w:law firm|law firm]], founded in Los Angeles in 1890. They publish a quarterly legal update on "Artificial Intelligence and Autonomous Systems" * [https://www.gibsondunn.com/artificial-intelligence-and-autonomous-systems-legal-update-4q18/ 'Artificial Intelligence and Autonomous Systems Legal Update Quarter 4 2018' at Gibson & Dunn] * [https://www.gibsondunn.com/artificial-intelligence-and-autonomous-systems-legal-update-1q19/ 'Artificial Intelligence and Autonomous Systems Legal Update Quarter 1 2019'] * [https://www.gibsondunn.com/artificial-intelligence-and-autonomous-systems-legal-update-2q19/ 'Artificial Intelligence and Autonomous Systems Legal Update Quarter 2 2019'] * [https://www.gibsondunn.com/artificial-intelligence-and-autonomous-systems-legal-update-3q19/ 'Artificial Intelligence and Autonomous Systems Legal Update Quarter 3 2019'] * [https://www.gibsondunn.com/artificial-intelligence-and-automated-systems-legal-update-4q19/ 'Artificial Intelligence and Autonomous Systems Legal Update Quarter 4 2019'] ''' Fields ''' AI is can be divided to multiple subfields: * '''[[w:Machine learning]]''' ('''ML''') is the [[w:Branches of science|scientific study]] of [[w:algorithm]]s and [[w:statistical model]]s that [[w:computer systems]] use to effectively perform a specific task without using explicit instructions, relying on patterns and inference instead. ( Wikipedia ) ** [[w:Deep learning]] ** [[w:Supervised learning]] ** [[w:Unsupervised learning]] * '''[[w:Natural language processing]]''' ('''NLP''') is a subfield of [[w:computer science]], [[w:Information engineering (field)|information engineering]], and [[w:artificial intelligence]] concerned with the interactions between computers and human (natural) languages, in particular how to program computers to process and analyze large amounts of [[w:natural language]] data. ( Wikipedia ) ** [[w:Information extraction]] ** [[w:Statistical classification]] ** [[w:Machine translation]] ** [[w:Question answering]] ** [[w:Natural-language generation]] * '''[[w:Expert system]]''' is a computer system that emulates the decision-making ability of a human expert. ( Wikipedia ) * '''[[w:Computer vision]]''' ** [[w:Computer vision#Recognition|Image recognition]] ** [[w:Machine vision]] * '''[[w:Speech]]''' ** [[w:Speech recognition]] ** [[w:Speech synthesis]] * '''[[w:Automated planning and scheduling]]''' * '''[[w:Robotics]]''' == Neuromorphic computing == '''[[w:Neuromorphic engineering]]''' is also known as '''neuromorphic computing''' is a concept developed by [[w:Carver Mead]], in the late 1980s, describing the use of [[w:very-large-scale integration]] (VLSI) systems containing electronic [[w:analog circuit]]s to mimic neuro-biological architectures present in the nervous system. In recent times, the term ''neuromorphic'' has been used to describe analog, digital, mixed-mode analog/digital VLSI, and software systems that implement models of [[w:neural system]]s (for [[w:perception]], [[w:motor control]], or [[w:multisensory integration]]). (Adapted from Wikipedia) * [https://spectrum.ieee.org/tech-talk/artificial-intelligence/machine-learning/intels-neuromorphic-nose-learns-scents-in-just-one-sniff ''''''Intel’s Neuromorphic Nose Learns Scents in Just One Sniff'''''' at spectrum.ieee.org] 2016 reporting * [https://www.artiba.org/blog/neuromorphic-computing-the-next-level-artificial-intelligence ''''''Neuromorphic Computing: The Next-Level Artificial Intelligence'''''' at artiba.org] 2020 reporting == The SAFE Network (transcluded) == [[mw:Help:Transclusion|Transcluded]] from article on [[SAFE Network]] {{:SAFE Network}} ----
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