Follow my podcast: http://anchor.fm/tkorting In this video we describe the DTW algorithm, which is used to measure the distance between two time series. It was originally proposed in 1978 by Sakoe and Chiba for speech recognition, and it has been used up to today for time series analysis. DTW is one of the most used measure of the similarity between two time series, and computes the optimal global alignment between two time series, exploiting temporal distortions between them. Source code of graphs available at https://github.com/tkorting/youtube/blob/master/how-dtw-works.m The presentation was created using as references the following scientific papers: 1. Sakoe, H., Chiba, S. (1978). Dynamic programming algorithm optimization for spoken word recognition. IEEE Trans. Acoustic Speech and Signal Processing, v26, pp. 43-49. 2. Souza, C.F.S., Pantoja, C.E.P, Souza, F.C.M. Verificação de assinaturas offline utilizando Dynamic Time Warping. Proceedings of IX Brazilian Congress on Neural Networks, v1, pp. 25-28. 2009. 3. Mueen, A., Keogh. E. Extracting Optimal Performance from Dynamic Time Warping. available at: http://www.cs.unm.edu/~mueen/DTW.pdf Subscribe to my channel!
Look around. We’re surrounded by technology that until recently seemed like it could only exist in the realm of science fiction. The most prominent example? Computers we can talk to. In 2020, it was estimated that there were as many as 4.2 billion voice assistant devices being used worldwide, and that number is expected to reach a whopping 8 billion by 2023. The launch of Google’s voice search in 2011, and Apple’s Siri shortly afterwards, signalled the beginning of a new era for this technology – an era that is now in full swing since Amazon’s Alexa joined the party. But the increased ubiquity and improved computing power of these devices doesn’t mean a free ticket to unlimited progress. There are still significant challenges: understanding natural speech, tackling error rates and earning trust, to name but a few. Learn how voice recognition works – and the challenges it faces – in the latest explainer video from iluli by Mike Lamb. Making sense of technology, one byte at a time. See more at https://iluli.eu — Sources and Further Reading The machines that learned to listen https://www.bbc.com/future/article/20170214-the-machines-that-learned-to-listen Digital Voice Assistants in Use to Triple to 8 Billion by 2023, Driven by Smart Home https://www.juniperresearch.com/press/digital-voice-assistants-in-use-to-8-million-2023 How does speech recognition software work? https://www.explainthatstuff.com/voicerecognition.html
Learn how the text of speech works in Windows 10, Here’s how to change the text to speech options in Microsoft Windows 10. This guide show you how to use text-to-speech in Windows 10. Step by step how to configure text to speech settings in Windows 10. See how to change the voice and speed of text-to-speech on Windows 10 computer. .Thanks for watching Howtosolveit Channel. http://www.youtube.com/c/Howtosolveit http://www.youtube.com/c/Howtosolveit #Howtosolveit #Howtosolveit
🔥 Enroll for FREE Cyber Security Course & Get your Completion Certificate: https://www.simplilearn.com/learn-cyber-security-basics-skillup?utm_campaign=Skillup-CyberSecurity&utm_medium=DescriptionFirstFold&utm_source=youtube This Simplilearn video on Cyber Security In 7 Minutes will explain what is cyber security how it works, why cyber security, who is a cyber security expert, and what are the different types of cyberattacks with examples. Now, let’s begin this cyber security video! The topics covered in this video on Cyber Security are: What Is a Cyberattack? 00:00:00 What Is Cyber Security? 00:01:11 Malware Attack 00:01:38 Phishing Attack 00:01:53 Man-in-the-middle Attack 00:02:13 Password Attack 00:02:37 Cyber Security Practices 00:02:51 Impact of a Cyber Attack 00:03:39 Advanced Persistent Threat (APT) 00:04:02 Denial of Service Attack & DDoS 00:04:18 SQL Injection Attack 00:04:35 Cyber Security Career 00:04:48 Quiz 00:05:44 Cyber Security Future 00:06:09 Start learning today’s most in-demand skills for FREE. Visit us at https://www.simplilearn.com/skillup-free-online-courses?utm_campaign=CyberSecurity&utm_medium=Description&utm_source=youtube Choose over 300 in-demand skills and get access to 1000+ hours of video content for FREE in various technologies like Data Science, Cybersecurity, Project Management & Leadership, Digital Marketing, and much more. ✅Subscribe to our Channel to learn more about the top Technologies: https://bit.ly/2VT4WtH ⏩ Check out the Cyber Security training videos: https://bit.ly/3cMmCxj #CyberSecurity #WhatIsCyberSecurity #CyberSecurityTrainingForBeginners #CyberSecurityExplainedSimply #Simplilearn What Is Cyber Security? Cyber Security refers to the method of protecting programs, networks, computer systems, and their components from unauthorized digital access and attacks. It consists of a set of techniques that are used to protect the integrity of networks. Cyber Security is implemented to prevent cyberattacks. The Cyber Security Expert Master’s Program will [More]
Hello friends in this video we are going to talk about Apple personal voice assistant Siri , how siri works and how Siri answers our questions, i will explain how Siri use Machine Learning and Artificial Intelligence to process our questions and process our commands, also we will talk about ” Hey Siri ” feature in iPhone , how Hey Siri Works. This video is Specifically about Siri but all voice assistants like Google assistant or Alexa works the same way. Hope you guys will like the video. #siri #sirifunny #personalassistant SUBSCRIBE THE CHANNEL HERE! https://www.youtube.com/c/TechHoz LIKE…..! COMMENT….! SHARE…..! SUPPORT…..! Follow me at my Instagram. https://www.instagram.com/techhoz Follow Techhoz Facebook page at. https://www.facebook.com/techhoz/ Follow Techhoz Twitter page at. Tweets by TechHoz Follow Techhoz Google+ at . https://plus.google.com/u/1/111910065716824110796
Full Interview ► http://bit.ly/SimBen Dr. Ben Goertzel is a world leading AI scientist, pioneering decentralized artificial general intelligence as the founder & CEO of SingularityNET, chief scientist of Hanson Robotics, and chairman of OpenCog Foundation. https://singularitynet.io https://hansonrobotics.com https://opencog.org Twitter ► https://twitter.com/bengoertzel This interview is in partnership with Transformative Technology, an ecosystem dedicated to wiring humanity for the future. http://ttconf.org | https://ttacademy.co | https://transtechlab.org Welcome ✌🏽 We Uncover The Nature of Reality 1 Interview Smart People 2️ Synthesize First Principles 3️ Elevate Planetary Consciousness ⭐ http://simulationseries.com 🧬 Find Us Everywhere YouTube ► http://bit.ly/SimYoTu 👀 SOCIAL Instagram ► http://bit.ly/SimulationIG Twitter ► http://bit.ly/SimulationTwitter Facebook ► http://bit.ly/SimulationFB LinkedIn ► http://bit.ly/SimulationLinkedIn Telegram ► http://bit.ly/SimulationTG 🎧 AUDIO iTunes ► http://bit.ly/SimulationiTunes Spotify ► http://bit.ly/SpotifySim SoundCloud ► http://bit.ly/SimulationSC Insight Timer ► http://bit.ly/SimInsight 💰SUPPORT PayPal ► http://bit.ly/SimPayPal Patreon ► http://bit.ly/SimulationPatreon Crypto ► http://bit.ly/CryptoSimu 🇨🇳 CHINA BiliBili ► http://bit.ly/SimBiliBili 👕 MERCH Yoobe ► https://yoobe.me/simulation 🎤 PUBLIC SPEAKING All Videos ► https://allensaakyan.com TEDx Talk ► http://bit.ly/AllenTEDx Questioning Growth ► http://bit.ly/QuestioningGrowth 1,000 Robotics Students ► http://bit.ly/AllenFIRST Instagram ► http://bit.ly/AllenIG Twitter ► http://bit.ly/AllenT ❓ QUESTIONS 📹 HIRING List ► http://simulationseries.com/the-list Email ► simulationseries@gmail.com
Jeff Dean, lead of Google AI (Google’s artificial intelligence effort) explains what happens when you use OK Google’s artificial intelligence speech recognition. Want to learn more about AI? Try the Curiosity Machine AI Family Challenge: https://www.curiositymachine.org/
Learn how our Artificial Intelligence software automates the analysis and interpretation of your data using ‘Articulate Analytics’ to communicate its meaning using Natural Language Generation (NLG).
Connect with us: http://www.linguamatics.com/contact What use is big data if you can’t find what you’re looking for? Follow: @Linguamatics https://twitter.com/Linguamatics https://www.linkedin.com/company/linguamatics https://www.facebook.com/Linguamatics https://plus.google.com/+Linguamatics https://www.youtube.com/user/Linguamatics/videos In knowledge driven industries such as the life sciences and healthcare, finding the right information quickly from huge volumes of text is crucial in supporting the best business decisions. However, around 80% of available information exists as unstructured text, and conventional keyword searches only retrieve documents, which still have to be read. This is very time consuming, unreliable, and, when important decisions rest on it, costly. Linguamatics’ text mining solution, I2E, uses Natural Language Processing to identify and extract relevant knowledge at least 10 times faster than conventional search, often uncovering insights that would otherwise remain unknown. I2E analyses the meaning of the text using powerful linguistic algorithms, enabling you to ask open questions, find the relevant facts and identify valuable connections. Going beyond simple keywords, I2E can recognise concepts and the different ways the same thing can be expressed, increasing the recall of relevant information. I2E then presents high quality results as structured, actionable knowledge, enabling fast review and analysis, and providing dramatically improved speed to insight. Our market leading software is supported by highly qualified domain experts who work with our customers to ensure successful project outcomes. Text mining for beginners: https://www.youtube.com/watch?v=40QIW9Sr6Io