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How to Make a Simple Tensorflow Speech Recognizer
 
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In this video, we'll make a super simple speech recognizer in 20 lines of Python using the Tensorflow machine learning library. I go over the history of speech recognition research, then explain (and rap about) how we can build our own speech recognition system using the power of deep learning. The code for this video is here: https://github.com/llSourcell/tensorflow_speech_recognition_demo Mick's winning code: https://github.com/mickvanhulst/tf_chatbot_lotr The weekly challenge can be found at the end of the 'Make a Game Bot' video: https://www.youtube.com/watch?v=mGYU5t8MO7s More learning resources: https://www.superlectures.com/iscslp2014/tutorial-4-deep-learning-for-speech-generation-and-synthesis http://andrew.gibiansky.com/blog/machine-learning/speech-recognition-neural-networks/ https://www.youtube.com/watch?v=LFDU2GX4AqM https://www.youtube.com/watch?v=g-sndkf7mCs Please subscribe! And like and comment. That's what keeps me going. And please support me on Patreon! I don't work for anyone, although I did make a one-off video for OpenAI because I love them: https://www.patreon.com/user?u=3191693 Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/ Signup for my newsletter for exciting updates in the field of AI: https://goo.gl/FZzJ5w Hit the Join button above to sign up to become a member of my channel for access to exclusive content!
Views: 195288 Siraj Raval
Predicting the Winning Team with Machine Learning
 
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Can we predict the outcome of a football game given a dataset of past games? That's the question that we'll answer in this episode by using the scikit-learn machine learning library as our predictive tool. Code for this video: https://github.com/llSourcell/Predicting_Winning_Teams Please Subscribe! And like. And comment. More learning resources: https://arxiv.org/pdf/1511.05837.pdf https://doctorspin.me/digital-strategy/machine-learning/ https://dashee87.github.io/football/python/predicting-football-results-with-statistical-modelling/ http://data-informed.com/predict-winners-big-games-machine-learning/ https://github.com/ihaque/fantasy https://www.credera.com/blog/business-intelligence/using-machine-learning-predict-nfl-games/ Join us in the Wizards Slack channel: http://wizards.herokuapp.com/ And please support me on Patreon: https://www.patreon.com/user?u=3191693 Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/ Signup for my newsletter for exciting updates in the field of AI: https://goo.gl/FZzJ5w Hit the Join button above to sign up to become a member of my channel for access to exclusive content!
Views: 93696 Siraj Raval
2 Ways to Create Custom Titles
 
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Titles are super important. They tell your viewers and YouTube what your video is about. So, what should you include in your titles? Here are two ways to make awesome titles! Learn more at: goo.gl/k6RY0d - Level up your YouTube skills with Creator Academy lessons: http://goo.gl/E9umlU - See index of all lessons: http://goo.gl/x2h1NG - Get how-to step-by-step help: http://goo.gl/fBzr7
Views: 140401 YouTube Creators
Ep. 1: Finding a Research Direction
 
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Recommended Citation: Tracy, S. J. [Get Your Qual On]. (2016). Making a difference with qualitative research [Video file]. Retrieved from https://youtu.be/tLu5IifevxM. For more information in formal text, see: Tracy, S. J. (2012). Qualitative research methods: Collecting evidence, crafting analysis, communicating impact. Hoboken, NJ: Wiley-Blackwell. Whenever you’re taking a qualitative methods course or embarking on a research project, one of the first questions often is, “What is my project going to be about?” “What am I going to study for the semester?” So oftentimes for the first couple assignments, you’re asked to come up with a ‘Research Topic.’ However, I’m here to tell you that that is not a great way to start! Because “topic” is so broad. You don’t want to do “topic” because it doesn’t tell you what’s interesting or important. So my recommendation instead is that you start with a ‘Research Problem’ -- and this is a shout-out to Stan Deetz who really was the one who brought this to my attention when I was a graduate student. So rather than starting like, for me, with this broad topic of “Emotion in Organizations,” I might start instead with a specific problem, like some people are being emotionally abused in an organization, or some people are burned out or stressed out, or some people are feeling like they have to fake their emotions and that is alienating themselves to other facets of themselves that aren’t the organizationally prescribed one. So when you start with a problem, the cool thing is is that you already have a rationale built in because if your research ends up shedding light on that issue, then you at least have some practice significance. That is a main thing that qualitative research can do is draw practical significance and help create organizations, institutions, families and so on so that they are flourishing and not just surviving. The other thing that I encourage folks to ask themselves is this question here: “How did you come to be[come] curious about [that topic]?” (Is that what I said? “How did you come to be curious about that?” So I need to learn how to read and do videos at the same time!) If you ask yourself how is it that you became curious, you get at what you are super passionate about. And we know that with any type of research when you do it well, systematically, there’s going to become times that it becomes boring and overwhelming and that you’re going to have to keep going even when it is super tough. So if you ask yourself from the get-go, “Why is it that I became interested in this topic?” you’ll figure out the angle that you’re most interested in. So if I say, “Why is it that I became interested in emotions and organizations?” I can go back to situations, for instance when I worked on the cruise ship and I felt like I was not able to express the entire set of facets of Sarah Tracy. I was only allowed to be the happy, excited person. Even when my grandmother died, I wasn’t allowed to grieve. By helping me know why I’m curious about it that helps drive the research design and it helps me realize, “Okay, in future research, I need to observe situations where maybe people are asked to maintain a sense of self that is different than other important senses of themselves,” or I need to ask interview questions where I say, “Are there times when you feel like you have a facade on? And if you’re wearing that facade, how is it that you find other ways to express other facets of yourself?” And so that really helps kind of narrow. So that’s it for this little video on “Finding a Research Direction.” Thanks!
Views: 836 Get Your Qual On
Introduction to Data Science with R - Data Analysis Part 1
 
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Part 1 in a in-depth hands-on tutorial introducing the viewer to Data Science with R programming. The video provides end-to-end data science training, including data exploration, data wrangling, data analysis, data visualization, feature engineering, and machine learning. All source code from videos are available from GitHub. NOTE - The data for the competition has changed since this video series was started. You can find the applicable .CSVs in the GitHub repo. Blog: http://daveondata.com GitHub: https://github.com/EasyD/IntroToDataScience I do Data Science training as a Bootcamp: https://goo.gl/OhIHSc
Views: 969640 David Langer
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Views: 269559 holistichabits
Psychological Research: Crash Course Psychology #2
 
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Want more videos about psychology every Monday and Thursday? Check out our sister channel SciShow Psych at https://www.youtube.com/scishowpsych! So how do we apply the scientific method to psychological research? Lots of ways, but today Hank talks about case studies, naturalistic observation, surveys and interviews, and experimentation. Also he covers different kinds of bias in experimentation and how research practices help us avoid them. -- Table of Contents The Scientific Method 2:06 Case Studies 3:05 Naturalistic Observation 3:48 Surveys and Interviews 4:15 Experimentation 6:35 Proper Research Practices 8:40 -- Want to find Crash Course elsewhere on the internet? Facebook - http://www.facebook.com/YouTubeCrashCourse Twitter - http://www.twitter.com/TheCrashCourse Tumblr - http://thecrashcourse.tumblr.com Support CrashCourse on Subbable: http://subbable.com/crashcourse
Views: 3253701 CrashCourse
Ever wonder how Bitcoin (and other cryptocurrencies) actually work?
 
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Bitcoin explained from the viewpoint of inventing your own cryptocurrency. Videos like these made possible by patreon: https://patreon.com/3blue1brown Protocol Labs: https://protocol.ai/ Interested in contributing? https://protocol.ai/join/ Special thanks to the following patrons: http://3b1b.co/btc-thanks Some people have asked if this channel accepts contributions in cryptocurrency form as an alternative to Patreon. As you might guess, the answer is yes :). Here are the relevant addresses: ETH: 0x88Fd7a2e9e0E616a5610B8BE5d5090DC6Bd55c25 BTC: 1DV4dhXEVhGELmDnRppADyMcyZgGHnCNJ BCH: qrr82t07zzq5uqgek422s8wwf953jj25c53lqctlnw LTC: LNPY2HEWv8igGckwKrYPbh9yD28XH3sm32 Supplement video: https://youtu.be/S9JGmA5_unY Music by Vincent Rubinetti: https://soundcloud.com/vincerubinetti/heartbeat Here are a few other resources I'd recommend: Original Bitcoin paper: https://bitcoin.org/bitcoin.pdf Block explorer: https://blockexplorer.com/ Blog post by Michael Nielsen: https://goo.gl/BW1RV3 (This is particularly good for understanding the details of what transactions look like, which is something this video did not cover) Video by CuriousInventor: https://youtu.be/Lx9zgZCMqXE Video by Anders Brownworth: https://youtu.be/_160oMzblY8 Ethereum white paper: https://goo.gl/XXZddT If you want to contribute translated subtitles or to help review those that have already been made by others and need approval, you can click the gear icon in the video and go to subtitles/cc, then "add subtitles/cc". I really appreciate those who do this, as it helps make the lessons accessible to more people. Music by Vince Rubinetti: https://vincerubinetti.bandcamp.com/album/the-music-of-3blue1brown ------------------ 3blue1brown is a channel about animating math, in all senses of the word animate. And you know the drill with YouTube, if you want to stay posted on new videos, subscribe, and click the bell to receive notifications (if you're into that). If you are new to this channel and want to see more, a good place to start is this playlist: http://3b1b.co/recommended Various social media stuffs: Website: https://www.3blue1brown.com Twitter: https://twitter.com/3Blue1Brown Patreon: https://patreon.com/3blue1brown Facebook: https://www.facebook.com/3blue1brown Reddit: https://www.reddit.com/r/3Blue1Brown
Views: 2473794 3Blue1Brown
Social Network Analysis
 
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An overview of social networks and social network analysis. See more on this video at https://www.microsoft.com/en-us/research/video/social-network-analysis/
Views: 4608 Microsoft Research
Lecture 15: Coreference Resolution
 
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Lecture 15 covers what is coreference via a working example. Also includes research highlight "Summarizing Source Code", an introduction to coreference resolution and neural coreference resolution. ------------------------------------------------------------------------------- Natural Language Processing with Deep Learning Instructors: - Chris Manning - Richard Socher Natural language processing (NLP) deals with the key artificial intelligence technology of understanding complex human language communication. This lecture series provides a thorough introduction to the cutting-edge research in deep learning applied to NLP, an approach that has recently obtained very high performance across many different NLP tasks including question answering and machine translation. It emphasizes how to implement, train, debug, visualize, and design neural network models, covering the main technologies of word vectors, feed-forward models, recurrent neural networks, recursive neural networks, convolutional neural networks, and recent models involving a memory component. For additional learning opportunities please visit: http://stanfordonline.stanford.edu/
Visualizing Survey Data using Tableau
 
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Steve Wexler's presentation on visualizing survey data from the 2014 Tableau Conference.
Views: 72340 Steve Wexler
Using R to Format Vowpal Wabbit Input Files: Machine Learning With R
 
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Follow me on Twitter @amunategui Check out my new book "Monetizing Machine Learning": https://amzn.to/2CRUO Support these videos, check out my in-depth classes on Udemy.com (discounts and specials) at http://amunategui.github.io/udemy/ Quickly and easily make input files using R for Vowpal open source learning system. You can find the code used in this video on GitHub: https://github.com/amunategui/R-to-Vowpal-Input-File-Maker Help file on input format: https://github.com/JohnLangford/vowpal_wabbit/wiki/Input-format Format validator: http://hunch.net/~vw/validate.html Follow me on Twitter https://twitter.com/amunategui and signup to my newsletter: http://www.viralml.com/signup.html More on http://www.ViralML.com and https://amunategui.github.io Thanks!
Views: 1892 Manuel Amunategui
Introduction to Research Data Management
 
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A workshop presented by Dianna Morganti to graduate students of Texas State University as part of the Grad College Shop Talks at the Albert B. Alkek Library.
Views: 297 alkeklibrary
Proactive Learning and Structural Transfer Learning: Building Blocks of Cognitive Systems
 
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Dr. Jaime Carbonell is an expert in machine learning, scalable data mining (“big data”), text mining, machine translation, and computational proteomics. He invented Proactive Machine Learning, including its underlying decision-theoretic framework, and new Transfer Learning methods. He is also known for the Maximal Marginal Relevance principle in information retrieval. Dr. Carbonell has published some 350 papers and books and supervised 65 Ph.D. dissertations. He has served on multiple governmental advisory committees, including the Human Genome Committee of the National Institutes of Health, and is Director of the Language Technologies Institute. At CMU, Dr. Carbonell has designed degree programs and courses in language technologies, machine learning, data sciences, and electronic commerce. He received his Ph.D. from Yale University. For more, read the white paper, "Computing, cognition, and the future of knowing" https://ibm.biz/BdHErb
Views: 1763 IBM Research
Pourquoi analyser les jeux vidéo ? | DEEPER BLUE #2
 
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Pour soutenir la chaîne sur Tipeee : https://www.tipeee.com/olbius-l-olibrius-du-jeu-video ►TWITTER : https://twitter.com/pierrolbius ►FACEBOOK : https://www.facebook.com/MrOlbius La chaîne de Game Next Door : https://www.youtube.com/channel/UCIN4UmOd7x7Q3SRCo8quGzw SOURCES / POUR ALLER PLUS LOIN : ARTICLES ET VIDÉOS Simon Dor : Le jeu vidéo est-il une nouvelle forme de récit ? http://www.simondor.com/blog/2015/09/jeu-video-nouvelle-forme-recit.html Simon Dor : Pourquoi analyser un jeu vidéo ?http://www.simondor.com/blog/2015/09/pourquoi-analyser-un-jeu-video.html Mia Consalvo, Nathan Dutton : Game analysis: Developing a methodological toolkit for the qualitative study of games Jesper Juul : A Certain Level of Abstraction http://www.jesperjuul.net/text/acertainlevel/ Boris Solinski, « Sébastien Genvo, Le jeu à son ère numérique. Comprendre et analyser les jeux vidéos », Questions de communication https://questionsdecommunication.revues.org/274 Damien DJAOUTI, Julian ALVAREZ, Jean-Pierre JESSEL : Concevoir l’interactivité ludique : une vue d’ensemble des méthodologies de « Game Design » http://www.ludoscience.com/files/ressources/Methodologie_Game_Design.pdf Nathan LOVATO : Exploring Games from the Creator’s Perspective http://www.gameanalytics.com/blog/how-to-analyze-games.html Chaîne Youtube de Sébasten Genvo : https://www.youtube.com/channel/UC9vTJythO2YXBhu5MjqwCBw Greg Kostykian : Game Criticism, Why We Need It, and Why Reviews Aren't Ithttp://jerz.setonhill.edu/blog/2008/02/24/game_criticism_why_we_need_it/ Raph Koster : How I analyze a game http://www.raphkoster.com/2014/01/06/how-i-analyze-a-game/ Extra Credits : Game Reviews : https://www.youtube.com/watch?v=bb3HQlFmfds Robin Hunicke, Marc LeBlanc, Robert Zubek : MDA: A Formal Approach to Game Design and Game Research http://www.cs.northwestern.edu/~hunicke/MDA.pdf OUVRAGES COMPLETS Jesper Juul, The Art of Failure, an essay on the Pain of Playing Video Games Miguel Sicart, Beyond Choices, the Design of Ethical Gameplay Marc Albinet, Concevoir un jeu vidéo Ian Bogost, Persuasive Games Chris Crawford, the Art of Computer game design Jesper Juul, Casual Revolution Extraits de jeux (par ordre d'apparition) : Dark Souls Ultima Online Bloodborne The Witcher 3 Blood & Wine The Elder Scrolls V Skyrim The Witness Civilization VI Battlefield 1 Aviary Attorney Antichamber Abzû Mario Galaxy The Legend of Zelda The Beginner's Guide Anarcute How We Soar Just Cause 3 Duelyst Ittle Dew 2 Silent Hill 2 Dead Space 3 Resident Evil 6 Final Fantasy X Dishonored 2 Suikoden 2 Far Cry 4 Pokémon Soleil & Lune Dragon Age Origins (Trailer) Kentucky Route Zero Virtue's Last Reward Shadow of the Colossus Shenmue Super Hexagon The Legend of Zelda The Wind Waker Heavy Bullets The Long Dark Hue Undertale The Order 1886 Call of Duty Modern Warfare 2 Battlefield 1 Titanfall 2 Papers Please September 12th Hatred Max Payne 3 Zelda Skyward Sword Empire Earth Mortal Kombat Paper Mario La porte millénaire Umineko Virgina Final Fantasy XV World of Warcraft Flower Brothers a tale of two sons Lieve Oma Deadbolt Super Mario Sunshine Assassin's Creed Syndicate Super Mario Bros Uncharted 4 Papo & Yo Evil Twin Star Wars Rogue Squadron Bioshock Shovel Knight Dark Souls 2 The Wolf Among Us Assassin's Creed Unity The Last Guardian Clustertruck Overcooked Invisible Inc Danganronpa Extraits vidéo : Arte, Square - Gamification : du pain et des jeux ? https://www.youtube.com/watch?v=WxMSIrKYlk0 Speerunner, BITS : https://www.youtube.com/watch?v=SS3dWnlpCYQ Speedrun Dark Souls 2 en 20min : https://www.youtube.com/watch?v=Xwc9LE7Pt_4 ♫ Musiques utilisées ♫ : Cliff Martinez - Fireworks went off my life Justice - GENESIS Trent Reznor - Gone Girl OST - Sugar Storm scntfc - Oxenfree OST The Beach 7AM Clint Mansell - Silent Corridors Takeshi Furukawa - The Last Guardian OST - Forest scntfc - Oxenfree OST - Epiphany Fields Justin Nozuka - Nest Stafford Bawler, OBFUSC & Grigori - Monument Valley OST - Amateur Cartography Clint Mansell - Mass Effect 3 OST - Hospital Ambiance Ben Prunty - FTL OST - Civil Explore Angelo Badalamenti - Twin Peaks Intro Theme Firewatch OST - Camp Approach Glowworm - Periphescence HOME - Resonance Solar Fields - Mirror's Edge OST - Shards Puzzle
Aboriginal Education
 
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Education has long been heralded as the key to economic improvement. Leading economist Don Drummond has studied the economic inequality of Canada's First Nations and concluded that every effort must be taken to lead young people to post-secondary education. What barriers make a university or college education extremely difficult to achieve for First Nations young people?
MATLAB Thesis, M.tech, PhD Thesis - Chandigarh
 
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We provide full support for M.Tech Thesis and in research work and project implementation. Steps involved in thesis: =========================================================================== study the documents. Evaluate related point and do paper work. prepare synopsis. sort out base paper. Implementation of proposed techniques and project. Generate Thesis report. Toolbox On which we work: Image processing Digital signal processing neural network fuzzy logic Facilities PROVIDED- RESEARCH PAPERS OBJECTIVES SYNOPSIS IMPLEMENTATION DOCUMENTATION REPORT WRITING PAPER PUBLICATION TECHNOLOGIES - MATLAB THESIS TOPIC LIST USING MATLAB SOFTWARE: BIOMEDICAL BASED PROJECTS: 1. AUTOMATIC DETECTION OF GLAUCOMA IN FUNDUS IMAGES. 2. DETECTION OF BRAIN TUMOR USING MATLAB 3. LUNG CANCER DIAGNOSIS MODEL USING BNI. 4. ELECTROCARDIOGRAM (ECG) SIMULATIONN USNG MATLAB FACE RECOGNITION: 5. FACE DETECTION USING GABOR FEATURE EXTRACTION & NEURAL NETWORK 6. FACE RECOGNITION HISTOGRAM PROCESSED GUI 7. FACE RECOGNITION USING KEKRE TRANSFORM FINGERPRINT RECOGNITION: 8. MINUTIAE BASED FINGERPRINT RECOGNITION. 9. FINGERPRINT RECOGNITION USING NEURAL NETWORK RECOGNITION/ EXTRACTION/ SEGMENTATION/WATERMARKING: 10. ENGLISH CHARACTER RECOGNITION USING NEURAL NETWORK 11. NUMBER RECOGNITION USING IMAGE PROCESSING 12. CHECK NUMBER READER USING IMAGE PROCESSING 13. DETECTION OF COLOUR OF VEHICLES. 14. SEGMENTATION & EXTRACTION OF IMAGES, TEXTS, NUMBERS, OBJECTS. 15. SHAPE RECOGNITION USING MATLAB IN THE CONTEXT OF IMAGE PROCESSING 16. RETINAL BLOOD VESSEL EXTRACTION USING MATLAB 17. RECONGITION AND LOCATING A TARGET FROM A GIVEN IMAGE. 18. PHASE BASED TEMPLATE MATCHING 19. A DETECTION OF COLOUR FROM AN INPUT IMAGE 20. CAESAR CIPHER ENCRYPTION-DECRIPTION 21. IMAGE SEGMENTATION - MULTISCALE ENERGY-BASED LEVEL SETS 22. THE IMAGE MEASUREMENT TOOL USING MATLAB 23. A DIGITAL VIDEO WATERMARKING TECHNIQUE BASED ON IDENTICAL FRAME EXTRACTION IN 3-LEVEL DWT (ALSO FOR 5-LEVEL DWT) 25. RELATED TO STEGANOGRAPHY AND CRYPTOGRAPHY 26. RELATED TO THE ALL TYPES OF WATERMARKING TECHNIQUES A. TEXT WATERMARKING B. IMAGE WATERMARKING C. VIDEO WATERMARKING D. COMBINATION OF TEXT AND IMAGE WITH KEY 27. OFFLINE SIGNATURE RECOGNITION USING NEURAL NETWORKS APPROACH 28. FRUIT RECOGNITAION RELATED PROJECTS 29. VESSEL SEGMENTATION AND TRACKING 30. PROPOSED SYSTEM FOR DATA HIDING USING CRYPTOGRAPHY AND STEGANOGRAPHY 31. BASED ON IMAGE COMPRESSION ALGORITHM USING DIFFERENT TECHNIQUES 32. GRAYSCALE IMAGE DIGITAL WATERMARKING TECHNOLOGY BASED ON WAVELET ANALYSIS 33. CONTENT-BASED IMAGE RETRIEVAL 34. IMAGE PROCESSING BASED INTELLIGENT TRAFFIC CONTROLLER 35. MORPHOLOGY APPROACH IN IMAGE PROCESSING And many more……….. Contact : +91 9041262727
Views: 2080 E2matrix Media
Lecture 16 - How to Run a User Interview (Emmett Shear)
 
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Lecture Transcript: http://tech.genius.com/Emmett-shear-lecture-16-how-to-run-a-user-interview-annotated Building product, and talking to users. In the early stages of your startup, those are the two things you should focus on. In this lecture, Emmett Shear, Founder and CEO of Justin.tv and Twitch, covers the latter. What can you learn by talking to users that you can’t learn by looking at data? What questions should you ask? How can user interviews define or redefine your product goals? See the slides and readings at startupclass.samaltman.com/courses/lec16/ Discuss this lecture: https://startupclass.co/courses/how-to-start-a-startup/lectures/64045 This video is under Creative Commons license: http://creativecommons.org/licenses/by-nc-nd/2.5/
Views: 87544 How to Start a Startup
Jens Ludwig: "Machine Learning in the Criminal Justice System" | Talks at Google
 
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Jens Ludwig, Director of the University of Chicago Crime Lab, talks about applying machine learning to reducing crime in Chicago and other public policy areas. In 2008, Ludwig helped found the Crime Lab to carry out data-driven methods to prevent crime and violence, and reduce the harms associated with the criminal justice system. Crime Lab’s work on gun policy, reducing crime, and education intervention studies have led to new policy initiatives in a number of US cities. The Crime Lab been has received coverage on major news outlets such as The New York Times and The Wall Street Journal. It is also the recent recipient of a $10 million donation from billionaire philanthropist Ken Griffin. Ludwig is the McCormick Foundation Professor of Social Service Administration, Law, and Public Policy at the University of Chicago. He is also a non-resident senior fellow in economic studies at the Brookings Institution, a research associate at the National Bureau of Economic Research (NBER), and co-director of the NBER's Working Group on the Economics of Crime. Ludwig is an economist by training and in 2012 was elected to the Institute of Medicine of the National Academies.
Views: 3075 Talks at Google
Elsevier. Empowering Uncommon Knowledge.
 
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Elsevier is dedicated to making uncommon knowledge common — through validation, integration and connection. Between our carefully-curated information databases, smart social networks, intelligent search tools and thousands of scholarly books and journals, we have a great responsibility and relentless passion for making information actionable. See more here: https://www.elsevier.com/about/empowering-knowledge
Views: 12534 Elsevier
Distributed Random Forest 05/29
 
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WANT TO EXPERIENCE A TALK LIKE THIS LIVE? Barcelona: https://www.datacouncil.ai/barcelona New York City: https://www.datacouncil.ai/new-york-city San Francisco: https://www.datacouncil.ai/san-francisco Singapore: https://www.datacouncil.ai/singapore Video Intro Animation provided by http://animoto.com/ More info and slides here: http://www.hakkalabs.co/articles/big-data-distributed-randomforest/ Jan Vitek of Purdue University discusses the design and implementation of Distributed Random Forest in H2O. Bio: Dr. Vitek paired with 0xdata to make a better world for Math. He is on sabbatical with 0xdata & a full Professor of Computer Science at Purdue. Jan's students are solving some of the hardest problems in Programming Language and Virtual Machine Implementations. Jan is a hacker -- He developed Distributed Random Forest for H2O. History of the distributed random forest algorithm: The algorithm was first developed by Yali Amit, and Donald German. Their paper was first published in 1997 under the title "Shape quantization and recognition with random trees." This paper was significant because it was the first to mention the idea of searching over a random subset of available decisions when splitting a node, in the context of growing a single tree. But that wasn't the random forest algorithm as we know it today. In 2001, Leo Breiman introduced the algorithm as we recognize and use it today. Leo Breiman is generally regarded as one of the forefathers and pioneers of data mining and machine learning. Breiman's approach had a forest of of uncorrelated trees using what is described as a cart-like procedure. These random trees combined with randomized node optimization and a procedure called bagging (machine learning meta-algorithm designed to improve the stability and accuracy of machine learning algorithms used in statistical classification and regression. It is usually applied to decision tree methods). And just a little bit of trivia about the algorithm: Leo Breiman originally wrote the algorith in Fortran 77. Random forest algorithm in use today Today, the Random Forest Algorithm is one of the best available classification algorithms. It is used to accurately classify big sets of data. Of course, today, big data is a hot topic. Many sites need to aggregate a large quantity of information about their users, their friends, and their friends of friends, and then apply various business logic and analytics algorithms on top of that data in order to extract various types of business intelligence. It takes special algorithms and special people who can work with these algorithms to accomplish that. And the need to be able to handle big data is growing especially fast with the proliferation of social media and social use of various features across the web. FOLLOW DATA COUNCIL: Twitter: https://twitter.com/DataCouncilAI LinkedIn: https://www.linkedin.com/company/datacouncil-ai Facebook: https://www.facebook.com/datacouncilai
Views: 1944 Data Council
2016 AAA Invited Session: COPAR AND THE RE-USE OF ANTHROPOLOGICAL ARCHIVES IN THE DIGITAL AGE
 
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This panel brings together papers on anthropological data re-use in the digital era. Panelists will share new research as well as discussions from a Wenner-Gren sponsored workshop in June 2016, “Revitalizing CoPAR for the Digital Age.” In the 1990s, the Council for the Preservation of Anthropological Records (CoPAR) was founded to help “anthropologists, librarians, archivists, information specialists and others preserve and provide access to the record of human diversity and the history of the discipline.” Over the past 20 years, the field of Anthropology has changed dramatically, as have the records anthropologists produce. Today, the preservation and stewardship of anthropological records face new challenges as anthropologists create records in a wider range of formats, and as the re-use of these materials changes. Following on the conference’s theme of Evidence, Accident, Discovery, this panel discusses trends in re-uses of anthropological materials in digitized archival collections, and reflects on both unexpected uses of these materials and the ethical implications of digital anthropological data and their uses today.
Music Industry Research from my Digital Marketing Blog @ WPLV24. SEASON 1 EPISODE 7
 
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Season I : Video blog 7 of 12 - Back from summer break and ready to rock!! The 2014 Summer Music Festival season was stellar and now it's back to the Music Industry Research part of the year. Having discussed the Business 101 fundamentals prior to the summer break, I feel confident that you all are one step closer to starting, growing or innovating your "business music career" I like the sound of that, I should trademark it.... Nahh... who has the time! Actually, many people and organizations do make the time not only to COPYRIGHT but also to POLICE the rights of their clients Intellectual Property. Interested in learning more... GREAT!!! Then TUNE in to my FREE EDITORIAL NEWS REPORTS on this channel not only on the MUSIC INDUSTRY this year but on other industries in the coming years. Remember that FAIR USE of NEWSWORTHY information gives you some liberties to disseminate and share information so long as you DO NOT CONFUSE or MISLEAD the user into thinking you are ASSOCIATED in any way with the content owner. So, in FAIR DISCLOSURE.... I AM NOT ASSOCIATED with any government agency, not-for profit organization and/or private or public company mentioned in this video blog and the links to their websites, research and public reports are available to the general public. ( that means you :-) So... as much as I have tried to compare and contrast what different organizations say about a certain topic, WE CAN ALL FORM our own opinions, I tend to contrast anyones "point of view" with statistical information from the government ( BLS.GOV, BEA.GOV ARTS.GOV...etc BUT THAT'S JUST ME. :-) So, please use the information discussed in ANY OF MY FREE VIDEO BLOGS purely as a starting point as your situation will certainly require a longer commitment than the 5 minutes we are about to share. Should you FANCY my research conclusions then feel free to PURCHASE the PRINTED "End Of Year Report" from my Digital Marketing Blog. It has no Audio, Video or Interactive Multi-Media content but its straight forward single column LARGE BOLD TEXT That's EZ2READ without too many bells and whistles ( other than some licensed royalty free background images ) It does contain the bulk of my conclusions and consolidate research not only on any given VIDEO BLOG topic but also for the entire years of daily, weekly, monthly sharing. DON'T FORGET... The daily tweets, weekly blog posts and monthly videos get a FRESH RE-FORMAT at the end of the year in November/December and is available on MAGCLOUD.COM the Following year before my new blogging season begings in March. WPLV24 : EMPOWERING US with my small business entrepreneurs yearly report and helping INNOVATE my knowledge sharing mechanisms even further. Thanks. A WIN WIN!!! :-) One last thing... I ask you to JOIN this YouTube channel and help me reach PARTNER status. Thanks and remember, The Wireless Cowboy is always on your side. This video has been re-formatted and re-posted as part of my yearly archive process. It is presented purely as a free research video that reinforces my daily tweets, weekly digital marketing blog topics and my own personal curiosity. The original video and subsequent daily, weekly and monthly posts launched in 2014 with . . .
Views: 103 WPLV24
How to Do Niche Research using the Painfinder
 
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http://members.networkempire.com/dap/a/?a=1012&p=painfinder.networkempire.comThis video tutorial on how to do niche research with the Painfinder software is very easy to follow. It describes how to use this software and the purpose behind using it. This is a great way to get ideas for article marketing, videos, what to blog about, what to write articles about and which products to create. I use it every single day in my marketing.
The Saskatoon Police Service - Never the Same Day Twice
 
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The Saskatoon Police Service offers career opportunities that are worth serious consideration. The city has a rapidly growing Aboriginal population and the service must reflect this change. As protectors and peacemakers, the role police play in any community is invaluable. The police service offers careers both on the front lines and in civilian support positions. For more information visit saskatoonpoliceservice.ca. ©2014 Saskatoon Police Service
Views: 13276 SaskatoonPolice
Humans Need Not Apply
 
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Support Grey making videos: https://www.patreon.com/cgpgrey ## Robots, Etc: Terex Port automation: http://www.terex.com/port-solutions/en/products/new-equipment/automated-guided-vehicles/lift-agv/index.htm Command | Cat MieStar System.: http://www.catminestarsystem.com/capability_sets/command Bosch Automotive Technology: http://www.bosch-automotivetechnology.com/en/de/specials/specials_for_more_driving_safety/automated_driving/automated_driving.html Atlas Update: https://www.youtube.com/watch?v=SD6Okylclb8&list=UU7vVhkEfw4nOGp8TyDk7RcQ Kiva Systems: http://www.kivasystems.com PhantomX running Phoenix code: https://www.youtube.com/watch?v=rAeQn5QnyXo iRobot, Do You: https://www.youtube.com/watch?v=da-5Uw8GBks&list=UUB6E-44uKOyRW9hX378XEyg New pharmacy robot at QEHB: https://www.youtube.com/watch?v=_Ql1ZHSkUPk Briggo Coffee Experience: http://vimeo.com/77993254 John Deere Autosteer ITEC Pro 2010. In use while cultivating: https://www.youtube.com/watch?v=VAPfImWdkDw&t=19s The Duel: Timo Boll vs. KUKA Robot: https://www.youtube.com/watch?v=tIIJME8-au8 Baxter with the Power of Intera 3: https://www.youtube.com/watch?v=DKR_pje7X2A&list=UUpSQ-euTEYaq5VtmEWukyiQ Baxter Research Robot SDK 1.0: https://www.youtube.com/watch?v=wgQLzin4I9M&list=UUpSQ-euTEYaq5VtmEWukyiQ&index=11 Baxter the Bartender: https://www.youtube.com/watch?v=AeTs9tLsUmc&list=UUpSQ-euTEYaq5VtmEWukyiQ Online Cash Registers Touch-Screen EPOS System Demonstration: https://www.youtube.com/watch?v=3yA22B0rC4o Self-Service Check in: https://www.youtube.com/watch?v=OafuIBDzxxU Robot to play Flappy Bird: https://www.youtube.com/watch?v=kHkMaWZFePI e-david from University of Konstanz, Germany: https://vimeo.com/68859229 Sedasys: http://www.sedasys.com/ Empty Car Convoy: http://www.youtube.com/watch?v=EPTIXldrq3Q Clever robots for crops: http://www.crops-robots.eu/index.php?option=com_content&view=article&id=62&Itemid=61 Autonomously folding a pile of 5 previously-unseen towels: https://www.youtube.com/watch?v=gy5g33S0Gzo#t=94 LS3 Follow Tight: https://www.youtube.com/watch?v=hNUeSUXOc-w Robotic Handling material: https://www.youtube.com/watch?v=pT3XoqJ7lIY Caterpillar automation project: http://www.catminestarsystem.com/articles/autonomous-haulage-improves-mine-site-safety Universal Robots has reinvented industrial robotics: https://www.youtube.com/watch?v=UQj-1yZFEZI Introducing WildCat: https://www.youtube.com/watch?v=wE3fmFTtP9g The Human Brain Project - Video Overview: https://www.youtube.com/watch?v=JqMpGrM5ECo This Robot Is Changing How We Cure Diseases: https://www.youtube.com/watch?v=ra0e97Wiqds Jeopardy! - Watson Game 2: https://www.youtube.com/watch?v=kDA-7O1q4oo What Will You Do With Watson?: https://www.youtube.com/watch?v=Y_cqBP08yuA ## Other Credits Mandelbrot set: https://www.youtube.com/watch?v=NGMRB4O922I&list=UUoxcjq-8xIDTYp3uz647V5A Moore's law graph: http://en.wikipedia.org/wiki/File:PPTMooresLawai.jpg Apple II 1977: https://www.youtube.com/watch?v=CxJwy8NsXFs Beer Robot Fail m2803: https://www.youtube.com/watch?v=N4Lb_3_NMjE All Wales Ambulance Promotional Video: https://www.youtube.com/watch?v=658aiRoVp6s Clyde Robinson: https://www.flickr.com/photos/crobj/4312159033/in/photostream/ Time lapse Painting - Monster Spa: https://www.youtube.com/watch?v=ED14i8qLxr4
Views: 11135451 CGP Grey
Game Theory: The TRUTH Behind Nintendo's Amiibo Shortages
 
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Rosalina is Peach's DAUGHTER?!? ► http://bit.ly/1w3ofMl The Science of Link's Hookshot ► http://bit.ly/1MAdhFp If you keep up with gaming news, then over the last two years, no doubt you've heard about the infamous Amiibo shortages, where Nintendo has failed to supply the US with enough Amiibo to meet the fan demand. But is it really a supply issue or does Nintendo have other plans? How are Europe and Japan able to have enough Amiibo but not the US? And Nintendo has historically had a pattern of creating shortages in the United States. Today, I'm looking at the economics of the Amiibo shortages to see what's really going on here. Become a Theorist! ►► http://bit.ly/1qV8fd6 Twitter: @MatPatGT Hang out with us on our NEW CHANNEL GTLive! ►► http://bit.ly/1LkSBnz GAME THEORY MERCH! Equip it HERE ►► http://gametheory.spreadshirt.com/ Legend of Zelda Theories: What's in Link's Potions? ► http://bit.ly/Zj2FsS Majora's Moon ISN'T a Moon ► http://bit.ly/1DN6lTa Which Link is the strongest? ► http://bit.ly/11pgbvi Pokemon Theories: Are Humans Pokemon? YES! ►► http://bit.ly/1Bexblg Pokemon Evolution EXPLAINED ► http://bit.ly/1zwIHus Is Jynx RACIST? ► http://bit.ly/15tVnoK
Views: 5731384 The Game Theorists
MLTalks with Douglas Rushkoff
 
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Team Human: How people, together, can rule the digital future Douglas Rushkoff hosted by Kate Darling Team Human delivers a call to arms. If we are to resist and survive these destructive forces, we must recognize that being human is a team sport. In Rushkoff’s own words: “Being social may be the whole point.” Harnessing wide-ranging research on human evolution, biology, and psychology, Rushkoff shows that when we work together we realize greater happiness, productivity, and peace. If we can find the others who understand this fundamental truth and reassert our humanity—together—we can make the world a better place to be human. More information at: https://www.media.mit.edu/events/mltalks-douglas-rushkoff/ License: CC-BY-4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
Views: 1040 MIT Media Lab
You Can't Play 20 Questions with Nature and Win
 
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Deep learning has catapulted to the front page of the New York Times, formed the core of the so-called "Google brain," and achieved impressive results in vision, speech recognition, and elsewhere. Yet building intelligent systems requires us to go way beyond the capabilities of deep learning and today's data-mining systems. The future of the Big Data paradigm lies in extending these powerful methods to acquire knowledge from text, databases, diagrams, images and video. We also need to reason tractably using this acquired knowledge to make sense of the world, and to draw novel conclusions. Dr. Oren Etzioni, UW Computer Science and Engineering Professor, describes research at the new Allen Institute for AI aimed at building this next generation of intelligent systems. 12/4/2014 http://www.cs.washington.edu/events/colloquia/search/details?id=2627 http://uwtv.org
Views: 547 UW Video
A Parallel and Primal-Dual Sparse Method for Extreme Classification
 
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A Parallel and Primal-Dual Sparse Method for Extreme Classification Ian Yen (Carnegie Mellon University) Xiangru Huang (University of Texas at Austin) Wei Dai (Carnegie Mellon University) Pradeep Ravikumar (Carnegie Mellon University) Inderjit Dhillon (University of Texas at Austin) Eric Xing (Carnegie Mellon University) Extreme Classification considers the problem of multiclass or multilabel prediction when there is a huge number of classes: a scenario that occurs in many real-world applications such as text and image tagging. In this setting, standard classification methods with complexity linear to the number of classes become intractable, while enforcing structural constraints among classes (such as low-rank or tree-structured) to reduce complexity often sacrifices accuracy for efficiency. The recent \emph{PD-Sparse} method addresses this issue to gives an algorithm that is sublinear in the number of variables by exploiting \emph{primal-dual} sparsity inherent in the max-margin loss. However, the objective requires training models of all classes together, which incurs large memory consumption and prohibits it from the simple parallelization scheme that a one-versus-all method can easily take advantage of. In this work, we propose a primal-dual sparse method that enjoys the same parallelizability and space efficiency of one-versus-all approach, while having complexity sublinear to the number of classes. On several large-scale benchmark data sets, the proposed method achieves accuracy competitive to state-of-the-art methods while reducing training time from days to tens of minutes compared to existing parallel or sparse methods on a cluster of $100$ cores. More on http://www.kdd.org/kdd2017/
Views: 194 KDD2017 video
Intelligent Edge
 
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Edge computing is a natural evolution of cloud computing, where server resources, ranging from a credit-card size computers to micro data centers, are placed closer to data and information generation sources. Application and system developers use these resources to enable a new class of latency- and bandwidth-sensitive applications that are not realizable with current mega-scale cloud computing architectures. Industries, ranging from manufacturing to healthcare, are eager to develop real-time control systems that use machine learning and artificial intelligence to improve efficiencies and reduce cost and the Intelligent Edge is in the center of it all. In this session, we will explore this new computing paradigm by discussing emerging challenges, technologies, and future business impact. See more at https://www.microsoft.com/en-us/research/video/intelligent-edge/
Views: 2118 Microsoft Research
Yelawolf - Till It’s Gone (Official Music Video)
 
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iTunes: http://smarturl.it/TillItsgone Sign up for updates: http://smarturl.it/Yelawolf.News Music video by Yelawolf performing Till It’s Gone. (C) 2014 Interscope Records Best of Yelawolf: https://goo.gl/vy7NZQ Subscribe here: https://goo.gl/ynkVDL #Yelawolf #TillItsGone #Vevo #HipHop #OfficialMusicVideo
Views: 90861314 YelawolfVEVO
Fever The Ghost - SOURCE (official music video)
 
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Official music video for ((SOURCE)) by Fever The Ghost. http://felixcolgrave.com http://fevertheghost.bandcamp.com/ https://itunes.apple.com/us/album/crab-in-honey-ep/id786798992 https://www.facebook.com/fevertheghost
Views: 27109434 Felix Colgrave
Before the First Cup - Microwaves, Lasers, Star Wars, Zombies, Energy Weapons & Voice Clones 3-31-17
 
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Before the First Cup - Ubiquitous Big Brother, Frequencies, Mad Science & Directed Energy 3-30-2017 - http://ucy.tv/Pages/Video/FTpCqBi7Afk Dr. Nick Begich On His Father's Mysterious Disappearance - https://www.youtube.com/watch?v=kuxrvv2yXdY Dr. Nick Begich Talks About Mind Control - https://www.youtube.com/watch?v=uCVLN-HDpLk EarthPulse.com - http://www.earthpulse.com/ Mind Control: The Ultimate Brave New World - http://www.earthpulse.com/epulseuploads/articles/MindControl.pdf DARPA Wants to Recycle Space Junk Into New Satellites - http://www.space.com/13339-darpa-space-junk-recycling-phoenix-satellites.html DARPA network shields against space junk - https://fcw.com/articles/2016/06/30/darpa-space-junk.aspx DARPA to Transfer Advanced Space Debris Telescope to Air Force - https://www.defense.gov/News/Article/Article/976146/darpa-to-transfer-advanced-space-debris-telescope-to-air-force Preparing the Nation for Space Weather: New Executive Order - https://obamawhitehouse.archives.gov/blog/2016/10/12/preparing-nation-space-weather-new-executive-order Bell Telephone Laboratories, Inc. List of Significant Innovations & Discoveries (1925-1983) - http://ethw.org/Bell_Telephone_Laboratories,_Inc._List_of_Significant_Innovations_%26_Discoveries_(1925-1983) NGA: The Massive Spy Agency You Haven’t Heard Of - http://theantimedia.org/agency-dangerous-nsa/ Zbigniew Brzezinski - https://en.wikiquote.org/wiki/Zbigniew_Brzezinski 21st C Cures Act: SURVEILLANCE OF NEUROLOGICAL DISEASES. - https://www.congress.gov/bill/114th-congress/house-bill/34/text#toc-HA66D8C981083480B9786B394D6278002 Soviet Union vied with US in ‘mind control research’ - https://www.rt.com/news/psychotronic-arms-soviet-weapon-379/ Microwaves in the cold war: the Moscow embassy study and its interpretation. Review of a retrospective cohort study - https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3509929/ The Voice of God Weapon Returns | WIRED - https://www.wired.com/2007/12/the-voice-of-go A Voice Only You Can Hear: DARPA's Sonic Projector | WIRED - https://www.wired.com/2007/06/darpas_sonic_pr/ US Radio Spectrum Frequency Allocation - https://upload.wikimedia.org/wikipedia/commons/4/45/United_States_Frequency_Allocations_Chart_2003_-_The_Radio_Spectrum.jpg Human Tracking and Activity Monitoring using 60 GHz mmWave - http://www.phpathak.com/files/ipsn-mmwave.pdf Biological Effects of Microwaves by John Michael Williams - https://arxiv.org/ftp/physics/papers/0102/0102007.pdf The axolotl limb blastema - https://goo.gl/8vKuaJ CIA secret weapon of assassination Heart Attack Gun - https://www.youtube.com/watch?v=BSEnurBApdM Biological Effects of Microwave Radiation - https://link.springer.com/chapter/10.1007%2F978-1-4615-4867-6_35 Putin targets foes with 'zombie' gun which attack victims' central nervous system - http://www.dailymail.co.uk/news/article-2123415/Putin-targets-foes-zombie-gun-attack-victims-central-nervous-system.html Are We Ready for the Russian Zombie Gun? - https://www.forbes.com/sites/daviddisalvo/2012/04/04/are-we-ready-for-the-russian-zombie-gun/#5f1070f17a81 Air Force awards $40 million for electromagnetic research - https://defensesystems.com/articles/2014/09/26/air-force-electromagnetic-research.aspx RaDiAEM - https://govtribe.com/project/research-and-development-in-antenna-and-electromagnetic-technology-radiaem FCC's Spectrum Auction Finally Ending This Week - http://www.broadcastingcable.com/news/washington/fccs-spectrum-auction-finally-ending-week/164401 New DARPA Grand Challenge to Focus on Spectrum Collaboration - http://www.darpa.mil/news-events/2016-03-23 US Air Force wants to plasma bomb the sky using tiny satellites - https://www.newscientist.com/article/2100382-us-air-force-wants-to-plasma-bomb-the-sky-using-tiny-satellites/ The orbital internet: Could fleets of CubeSats bring global web access? - http://www.techradar.com/news/internet/the-orbital-internet-could-fleets-of-cubesats-bring-global-web-access-1313209 LASER WEAPON SYSTEM CHIEF ENGINEER | THE PHOTONICS GROUP - http://www.optics.arizona.edu/about/staff/departments/hr/job-listing/laser-weapon-system-chief-engineer-photonics-group Directed energy weapons making a great leap forward - https://defensesystems.com/articles/2016/06/30/shattuck-directed-energy-great-leap-forward.aspx When Seeing and Hearing Isn't Believing - http://www.washingtonpost.com/wp-srv/national/dotmil/arkin020199.htm UCY.TV email: [email protected] Real news, for the people, by the people. FAIR USE NOTICE: This video may contain copyrighted material. Such material is made available for educational purposes only.This constitutes a 'fair use' of any such copyrighted material as provided for in Title 17 U.S.C.section 106A - 117 of the U.S.Copyright Law.
Views: 71 UCYTV
Search software - Raadi v1.0 - all you're searching for
 
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search software. search text files for specific individual words or whole phrases.
Views: 16 baalle software
key concepts
 
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What are key concepts? Key concepts are the meanings that lie beneath the surface level content. For example, in Judy Brady's essay "I want a wife," she is not literally saying she wants a wife. Instead, she points out how incredibly capable women are as people in their own right. She also points out the inherent unfairness of a purely patriarchal marriage model. Brady never comes right out and says this though. Instead, you have to figure out her meaning behind the actual text. For your next two papers, this is your job—to find key concepts within a given set of readings, and then apply and employ those key concepts in your own writing in which you will present your own ideas and thoughts on a topic seemingly unrelated to the selection of readings you're asked to work with. The key concepts you find and use will provide Einstein proofs for the evidence that will support your major claim or thesis. Key concepts are ideas that can easily travel between topics though. Brady's key concept of women as incredibly capable people could be used, for example, in a persuasive essay arguing for equal pay for equal work, even though her essay has nothing to do with wages.
Views: 139 Steve Bargdill
Google I/O 2016 - Keynote
 
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Watch the entire Google I/O Keynote here. Some highlights include the new messaging app Allo, the Video calling app Duo, the latest in Developer Platform innovation with Firebase, What's new in Android N, Android Wear 2.0 updates, and Android Instant Run.
Views: 1760856 Google Developers
Image Inpainting
 
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Ripped family photo? Vandalized image? No problem. To Grandma Shirley and Grandpa Tony: Happy 50th Anniversary! Fast Digital Image Inpainting Manuel M. Oliveira, Brian Bowen, Richard McKenna and Yu-Sung Chang 2001 RIT, IMGS-362 Image Processing & Computer Vision II
Views: 1024 Matt Donato
Lecture 8: Recurrent Neural Networks and Language Models
 
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Lecture 8 covers traditional language models, RNNs, and RNN language models. Also reviewed are important training problems and tricks, RNNs for other sequence tasks, and bidirectional and deep RNNs. ------------------------------------------------------------------------------- Natural Language Processing with Deep Learning Instructors: - Chris Manning - Richard Socher Natural language processing (NLP) deals with the key artificial intelligence technology of understanding complex human language communication. This lecture series provides a thorough introduction to the cutting-edge research in deep learning applied to NLP, an approach that has recently obtained very high performance across many different NLP tasks including question answering and machine translation. It emphasizes how to implement, train, debug, visualize, and design neural network models, covering the main technologies of word vectors, feed-forward models, recurrent neural networks, recursive neural networks, convolutional neural networks, and recent models involving a memory component. For additional learning opportunities please visit: http://stanfordonline.stanford.edu/
What is Bitcoin in 2018 in Urdu Hindi - Bitcoin Explained - بٹ کوائن کیا ہے
 
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Ar Official - What is Bitcoin in 2018 in Urdu Hindi - Bitcoin Explained - بٹ کوائن کیا ہے Bitcoin is a cryptocurrency and worldwide payment system.is the first decentralized digital currency, as the system works without a central bank or single administrator.The network is peer-to-peer and transactions take place between users directly, without an intermediary. These transactions are verified by network nodes through the use of cryptography and recorded in a public distributed ledger called a blockchain. Bitcoin was invented by an unknown person or group of people under the name Satoshi Nakamoto and released as open-source software in 2009. Bitcoins are created as a reward for a process known as mining. They can be exchanged for other currencies,[12] products, and services. As of February 2015, over 100,000 merchants and vendors accepted bitcoin as payment.[13] Research produced by the University of Cambridge estimates that in 2017, there are 2.9 to 5.8 million unique users using a cryptocurrency wallet, most of them using bitcoin. The word bitcoin first occurred and was defined in the white paper[5] that was published on 31 October 2008.[15] It is a compound of the words bit and coin.The white paper frequently uses the shorter coin. There is no uniform convention for bitcoin capitalization. Some sources use Bitcoin, capitalized, to refer to the technology and network and bitcoin, lowercase, to refer to the unit of account.[17] The Wall Street Journal,The Chronicle of Higher Education, and the Oxford English Dictionary[16] advocate use of lowercase bitcoin in all cases, a convention followed throughout this article.The unit of account of the bitcoin system is bitcoin. As of 2014, ticker symbols used to represent bitcoin are BTC[a] and XBT.[b] Its Unicode character is ₿.[24]:2 Small amounts of bitcoin used as alternative units are millibitcoin (mBTC)[1] and satoshi. Named in homage to bitcoin's creator, a satoshi is the smallest amount within bitcoin representing 0.00000001 bitcoin, one hundred millionth of a bitcoin.[3] A millibitcoin equals 0.001 bitcoin, one thousandth of a bitcoin or 100,000 satoshis.[25] History n 18 August 2008, the domain name "bitcoin.org" was registered.[26] In November that year, a link to a paper authored by Satoshi Nakamoto titled Bitcoin: A Peer-to-Peer Electronic Cash System[5] was posted to a cryptography mailing list.[26] Nakamoto implemented the bitcoin software as open source code and released it in January 2009 on SourceForge.[27][28][11] The identity of Nakamoto remains unknown.[10] In January 2009, the bitcoin network came into existence after Satoshi Nakamoto mined the first ever block on the chain, known as the genesis block.[29][30] Embedded in the coinbase of this block was the following text: The Times 03/Jan/2009 Chancellor on brink of second bailout for banks.[11] This note has been interpreted as both a timestamp of the genesis date and a derisive comment on the instability caused by fractional-reserve banking.[31] One of the first supporters, adopters, and contributors to bitcoin was the receiver of the first bitcoin transaction, programmer Hal Finney. Finney downloaded the bitcoin software the day it was released, and received 10 bitcoins from Nakamoto in the world's first bitcoin transaction.[32][33] Other early supporters were Wei Dai, creator of bitcoin predecessor b-money, and Nick Szabo, creator of bitcoin predecessor bit gold.[34] In the early days, Nakamoto is estimated to have mined 1 million bitcoins.[35] In 2010, Nakamoto handed the network alert key and control of the Bitcoin Core code repository over to Gavin Andresen, who later became lead developer at the Bitcoin Foundation.[36][37] Nakamoto subsequently disappeared from any involvement in bitcoin.[38] Andresen stated he then sought to decentralize control, saying: "As soon as Satoshi stepped back and threw the project onto my shoulders, one of the first things I did was try to decentralize that. So, if I get hit by a bus, it would be clear that the project would go on."[38] This left opportunity for controversy to develop over the future development path of bitcoin.[39] The value of the first bitcoin transactions were negotiated by individuals on the bitcointalk forums with one notable transaction of 10,000 BTC used to indirectly purchase two pizzas delivered by Papa John's.[29] On 6 August 2010, a major vulnerability in the bitcoin protocol was spotted. Transactions were not properly verified before they were included in the blockchain, which let users bypass bitcoin's economic restrictions and create an indefinite number of bitcoins.[40][41] On 15 August, the vulnerability was exploited; over 184 billion bitcoins were generated in a single transaction, and sent to two addresses on the network. Within hours, the transaction was spotted and erased from the transaction log after the bug was fixed and the network forked to an updated version of the bitcoin protocol]
Views: 73 AR Official
[Re]Form: New Investigations in Urban Form, Panel 1
 
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Panel 1: Reconstructing the Agency of Form Panelists: Pier Vittorio Aureli, Neyran Turan Moderator: Charles Waldheim Introduction by Mohsen Mostafavi Re]FORM: New Investigations in Urban Form aims to reposition the discourse of urban form within contemporary urban theory. Inspired by Henri Lefebvre’s seminal text Urban Form (1970), this conference aspires to provoke new investigations and debates on urban form and its relevance in contemporary urbanizations. Specifically, by acknowledging the fluctuating conditions of political, economic, and technological contexts and practices, this conference interrogates the meanings of “form” and its role in contemporary urbanization through the agency of the design disciplines, and gauges such discourses against the debates on urban theory situated within contemporary urban conditions and transitions. ​ Almost half a century has passed since the publication of Urban Form by Henri Lefebvre, the urban, as he avers, is — “a place of encounter, assembly, simultaneity” — which constitutes a logical form and embodies a kind of knowledge, has been vastly defined through geographical, political and economic substances and practices ever since. Particularly in the past three decades, emerging technologies have drastically challenged the idea of urban and its form ranging in scale from the planetary to the individual. The unprecedented urban complex generally prioritizes the practices over its agencies and thus obscures the logics of the urban upon which it operates. The process of contemporary urbanization produces radical phenomena and urban objects, yet prioritizing urban form as a key instrument for contemporary urbanization remains an elusive notion. Recovering the epistemological agency of urban form is a pressing matter.
Views: 1689 Harvard GSD
The River of Healing
 
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On December 4, 2012, the Union of Ontario Indians HIV/AIDS program will launch a new video called "The River of Healing." The Union of Ontario Indians HIV/AIDS program coordinator Jody Cotter produced the video that focuses on harm reduction in drug use. "We focus on positive solutions such as youth prevention programs and strategies that help educate our people on the prevention of transmittable diseases such as Hepatitis C and HIV through unsafe drug use," says Cotter. "The video emphasizes the positive effects, such as healing, that can be brought about through effective methods of harm reduction. The aim of this video is to reduce the stigma and discrimination associated with drug use in our communities." The video launch is in conjunction with the HIV/AIDS "Little Spirit Moon" conference held December 4-5 in Toronto. Produced by The Union of Ontario Indians HIV/AIDS program in collaboration with Regan Pictures, The River of Healing features the participation of the Canadian Aboriginal AIDS Network, the Ontario Aboriginal HIV/ AIDS Strategy, Nurture North, the AIDS Committee of North Bay and Area, and others impacted by HIV/AIDS. Funding for The River of Healing was provided by Health Canada and the Ontario Ministry of Health AIDS Bureau. For more information about the Union of Ontario Indians HIV/AIDS program, visit http://www.anishinabek.ca/hiv-aids.asp
Views: 5751 Anishinabek Nation
Andrea Smith: Sexual Violence and American Indian Genocide
 
01:14:20
In this lecture, author, scholar, and activist Andrea Smith of INCITE! Women of Color against Violence discussed sexual violence in American Indian communities and the role of sexual violence in genocide. Smith argues hat sexual violence is an inherent part of the colonial project. She also asserts that sexual violence--as a weapon of both patriarchy and colonialism--must be approached from an anti-colonial perspective. Finally, she shares her thoughts on organizing against sexual violence and argues for a "mass movement" against sexual violence that exists outside of current non-profit structures. Mediamouse.org
Views: 21804 mediamouse
मार्केटिंग क्या है? (Marketing Kya Hai-Marketing in Hindi)  Prof Vijay
 
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"MARKETING MANAGEMENT MASTERCLASS" Course Link and Discount Code: https://www.udemy.com/marketing-management-masterclass/?couponCode=MARKETINGYT मार्केटिंग क्या है? (What is Marketing in Hindi) : 'मार्केटिंग बाय विजय' यूट्यूब चैनल में आपका स्वागत है. मार्केटिंग में सबसे पहला प्रश्न जो दिमाग में आता है - मार्केटिंग क्या है?; उसका उत्तर इस पहले हिंदी वीडियो में आपको मिलेगा. कृपया इसे लाइक करे और चैनल को सब्सक्राइब करे. चैनल को बेहतर बनाने के लिए आपके कमैंट्स और फीडबैक का हमें इंतज़ार है. ................................................................................................ Web: www.marketingbyvijay.com Check out my blog: https://marketingbyvijay.wordpress.com/ Like my Facebook Page: https://www.facebook.com/marketingbyvijay Please send your queries, feedback and suggestions on [email protected]
Views: 425319 Marketing by Vijay
MCN 2012: It's Electric: Wiki Wiki Wiki
 
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Chair: Richard McCoy, Conservator of Objects & Variable Art, Indianapolis Museum of Art 1. Extracting Data from Historical Documents: Crowdsourcing Annotations on Wikisource Many historical documents contain records of interest to historians, scientists and the general public, from census records in government publications to tables in scientific journals, even in personal diaries -- in some cases, records not available from any other sources. Extracting these records can be a time-consuming and expensive process, requiring painstaking attention to detail; however, crowdsourcing this task to citizen scientists has the potential to simultaneously involve a larger pool of interested transcribers, thus parallelizing the work. In this presentation, we outline a workflow to crowdsource the annotations for 352 pages of previously transcribed biology field notebook text. Within sixteen weeks, citizen scientists had identified 2,342 species, locations and dates marked up in a computer-readable format. We used freely available technology, in particular Wikisource and Wordpress, to recruit volunteers, coordinate efforts and to extract the records from the transcribed text while maintaining a link between annotation and content. Presenters: Gaurav Vaidya, Graduate student, University of Colorado at Boulder David Bloom, VertNet Coordinator, University of California, Berkeley 2. GLAM Women: How You Can Help Close the Gender Gap on Wikipedia As of 2011, only 9% of editors to Wikipedia are women. How can GLAMs, which are generally women dominated organizations, contribute to the closing of the Wikipedia gendergap by participating and encouraging women's participating in Wikipedia? This presentation by Wikimedia Foundation Community Fellow & former Smithosnian Institution Archives Wikipedian in Residence, reflected on what women in GLAMs can do, utilizing examples of participation options ranging from offline and online events to editing Wikipedia. Presenter: Sarah Stierch, Wikimedia Foundation Community Fellow, Wikimedia Foundation 3. So Now What? Next Steps in GLAM-Wikimedia collaborations By now you no longer need convincing. Wikipedia is not only a ubiquitous reference platform for our users, but is also home to a thriving, global volunteer community that is eager to distribute the deeper expertise residing in museums. So now what? As a group of Wikipedians who help museums share content, GLAM-Wiki has made great strides in formalizing over the past few years. But how do museum technologists better connect and interface with this resource? How can we work together to more efficiently share our media, research, and expertise? This presentation shared the current progress of the GLAM-Wiki infrastructure and offered insights into how museums can best connect with the Wikipedia community in order to share cultural resources on the globally accessible platform. The future of GLAM-Wiki was also considered, including a proposed model that will allow museums to support one another in Wikipedia-focused endeavors. Presenter: Lori Byrd Phillips, US Cultural Partnerships Coordinator, Wikimedia Foundation Presented Thursday, Nov 8, 2012 at the Museum Computer Network Conference in Seattle, WA. mcn.edu
Views: 143 MCN
Wunusweh Lecture in Aboriginal Law 2016
 
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"Truth, Reconciliation, and Legal Education: The TRC Syllabus and Indigenous Laws" presented by Gillian Calder, University of Victoria, Karen Drake, Lakehead University, and Aimée Craft, University of Manitoba. Recorded Feb. 1, 2016 at the College of Law, University of Saskatchewan
Views: 1178 CollegeOfLawUsask
Implementation of Jordan's Principle:  Addressing Disparities in Services for First Nations Children
 
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Synopsis Jordan's Principle is a child-first principle intended to ensure that status First Nations children living on-reserve do not experience delay or disruption of services as a result of jurisdictional disputes between governments or government departments over payment for services. It is named in honour of Jordan River Anderson, a child from Norway House First Nation, who died in hospital after Federal and Provincial governments spent over two years arguing over payment for his at-home care. Jordan's Principle was unanimously passed in the House of Commons in 2007, but the Canadian Paediatric Society reports that neither the Federal government nor any of the Provinces/Territories have fully implemented Jordan's Principle. Moreover, while service providers and First Nations advocates provide anecdotal evidence to suggest there may be many situations in which First Nations children living on-reserve experience delay, disruption, or denial of services normally available to other children, the Federal government indicated in both 2011 and 2012 that it knew of no Jordan's Principles cases. To date, there has been no systematic documentation of the number or nature of cases in which First Nations children living on-reserve experience delay, disruption, or denial of services normally available to other children. Nor has there been any systematic documentation of the structural differences, in processes for accessing or providing services, which might contribute to disparities in services for First Nations children living on-reserve and for other children. In this webinar, we will provide an overview and update on the implementation of Jordan's Principle in Canada. We will discuss the narrow operational definition of Jordan's Principle adopted by the Federal government, review the Canadian Pediatric Society's report card on Jordan's Principle implementation, and assess the implications of a recent court ruling (the Pictou Landing Band Council & Maurina Beadle v. Canada) for the implementation of Jordan's Principle. In addition, we will introduce a research study being conducted by researchers at McGill University, working in partnership with the Canadian Association of Paediatric Health Centres, the Assembly of First Nations, UNICEF Canada, and the Canadian Paediatric Society. The goal of the study is to systematically document differences in processes for accessing or providing health and social services for First Nations children living on-reserve and for other children. Webinar participants will be invited to give feedback on the study design, to consider participating in the study, and to attend a follow-up webinar presenting preliminary research findings. Presenter Bios Vandna Sinha is an assistant professor in the School of Social Work at McGill University. Her research explores the ways that minority and marginalized communities support and care for their members in light of resource limitations, restrictions imposed by social policies and other factors which limit members' quality of life and access to opportunity. She conducts community-engaged research which supports efforts to develop and improve community based health and social services for children and families. Dr. Sinha is principal investigator for the First Nations component of the Canadian Incidence Study of Reported Child Abuse and Neglect (CIS-2008), working closely with a First Nations advisory committee to oversee the most comprehensive national level study of First Nations child welfare investigations ever completed in Canada. She also collaborates with representatives of diverse minority communities on a number of projects supporting the development, implementation, and evaluation of services for families and children. Lucyna Lach is an Associate Professor in the School of Social Work, McGill University and an Associate Member of the Departments of Pediatrics and Neurology/Neurosurgery in the Faculty of Medicine, McGill University. She has a special interest in health-related quality of life and parenting of children with chronic health conditions and disabilities. Dr. Lach is principal investigator for the Quebec subsample of the pan-Canadian study on Outcome Trajectories in Children with Epilepsy, a study examining determinants of health related quality of life in this population. She is also co-principal investigator of the CIHR Team in PARENTING MATTERS! The Biopsychosocial Context Of Parenting Children With Neurodevelopmental Disorders In Canada. Working closely with parents, clinical and institutional leaders, and policy makers, Dr. Lach hopes to increase awareness of what constitutes parenting, what makes a difference to how parents parent their child, and what difference parenting makes to child outcomes.
K Camp - Comfortable (Official Video)
 
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Check out the official music video for "Comfortable" by K Camp K Camp’s debut album “Only Way Is Up” Available NOW iTunes Deluxe Explicit: http://smarturl.it/KCampOWIUdlxEX Google Play Standard Explicit: http://smarturl.it/KCampOWIUstdEXgp Google Play Standard Clean : http://smarturl.it/KCampOWIUstdEDgp Google Play Explicit Deluxe: http://smarturl.it/KCampOWIUdlxEXgp Google Play Clean Deluxe: http://smarturl.it/KCampOWIUdlxEDgp http://kcamp427.com http://twitter.com/twitter.com/kcamp427 http://facebook.com/kcamp427 http://instagram.com/kcamp427 http://vevo.ly/h1MhCH #KCamp #Comfortable #Vevo #HipHop #VevoOfficial
Views: 63411152 KCampVEVO
1. Introduction to Statistics
 
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*NOTE: This video was recorded in Fall 2017. The rest of the lectures were recorded in Fall 2016, but video of Lecture 1 was not available. MIT 18.650 Statistics for Applications, Fall 2016 View the complete course: https://ocw.mit.edu/18-650F16 Instructor: Philippe Rigollet In this lecture, Prof. Rigollet talked about the importance of the mathematical theory behind statistical methods and built a mathematical model to understand the accuracy of the statistical procedure. License: Creative Commons BY-NC-SA More information at https://ocw.mit.edu/terms More courses at https://ocw.mit.edu
Views: 306401 MIT OpenCourseWare
How I found a mythical boiling river in the Amazon | Andrés Ruzo
 
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When Andrés Ruzo was a young boy in Peru, his grandfather told him a story with an odd detail: There is a river, deep in the Amazon, which boils as if a fire burns below it. Twelve years later, after training as a geoscientist, he set out on a journey deep into the jungle of South America in search of this boiling river. At a time when everything seems mapped and measured, join Ruzo as he explores a river that forces us to question the line between known and unknown ... and reminds us that there are great wonders yet to be discovered. TEDTalks is a daily video podcast of the best talks and performances from the TED Conference, where the world's leading thinkers and doers give the talk of their lives in 18 minutes (or less). Look for talks on Technology, Entertainment and Design -- plus science, business, global issues, the arts and much more. Find closed captions and translated subtitles in many languages at http://www.ted.com/translate Follow TED news on Twitter: http://www.twitter.com/tednews Like TED on Facebook: https://www.facebook.com/TED Subscribe to our channel: http://www.youtube.com/user/TEDtalksDirector
Views: 186735 TED