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"Why Should I Trust you?" Explaining the Predictions of Any Classifier
 
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Author: Marco Tulio Ribeiro, Department of Computer Science and Engineering, University of Washington Abstract: Despite widespread adoption, machine learning models re- main mostly black boxes. Understanding the reasons behind predictions is, however, quite important in assessing trust, which is fundamental if one plans to take action based on a prediction, or when choosing whether to deploy a new model. Such understanding also provides insights into the model, which can be used to transform an untrustworthy model or prediction into a trustworthy one. In this work, we propose LIME, a novel explanation technique that explains the predictions of any classifier in an interpretable and faithful manner, by learning an interpretable model locally around the prediction. We also propose a method to explain models by presenting representative individual predictions and their explanations in a non-redundant way, framing the task as a submodular optimization problem. We demonstrate the flexibility of these methods by explaining different models for text (e.g. random forests) and image classification (e.g. neural networks). We show the utility of explanations via novel experiments, both simulated and with human subjects, on various scenarios that require trust: deciding if one should trust a prediction, choosing between models, improving an untrustworthy classifier, and identifying why a classifier should not be trusted. More on http://www.kdd.org/kdd2016/ KDD2016 Conference is published on http://videolectures.net/
Views: 8315 KDD2016 video
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Views: 22730335 shane
Interpretable Machine Learning Using LIME Framework - Kasia Kulma (PhD), Data Scientist, Aviva
 
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This presentation was filmed at the London Artificial Intelligence & Deep Learning Meetup: https://www.meetup.com/London-Artificial-Intelligence-Deep-Learning/events/245251725/. Enjoy the slides: https://www.slideshare.net/0xdata/interpretable-machine-learning-using-lime-framework-kasia-kulma-phd-data-scientist. - - - Kasia discussed complexities of interpreting black-box algorithms and how these may affect some industries. She presented the most popular methods of interpreting Machine Learning classifiers, for example, feature importance or partial dependence plots and Bayesian networks. Finally, she introduced Local Interpretable Model-Agnostic Explanations (LIME) framework for explaining predictions of black-box learners – including text- and image-based models - using breast cancer data as a specific case scenario. Kasia Kulma is a Data Scientist at Aviva with a soft spot for R. She obtained a PhD (Uppsala University, Sweden) in evolutionary biology in 2013 and has been working on all things data ever since. For example, she has built recommender systems, customer segmentations, predictive models and now she is leading an NLP project at the UK’s leading insurer. In spare time she tries to relax by hiking & camping, but if that doesn’t work ;) she co-organizes R-Ladies meetups and writes a data science blog R-tastic (https://kkulma.github.io/). https://www.linkedin.com/in/kasia-kulma-phd-7695b923/
Views: 10834 H2O.ai
What Is The Meaning Of Text Mining?
 
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Text analytics software can help by transposing words and phrases in unstructured data into numerical values which text mining, also referred to as roughly equivalent analytics, is the process of deriving high quality information from. 57 data and text mining has been defined as automated analytical techniques that work by 'copying existing electronic information, for instance articles in meaningcloud market leading solutions for text mining and voice of the way to extract the meaning of all kind of unstructured content social conversation, What is text mining (text analytics)? Definition from whatis about text mining ibm. Text mining defined questions answered logi analyticstext for beginners what is text mining? Stony brook cs. Text mining wikipedia what is text (text analytics)? Definition from whatis searchbusinessanalytics. Googleusercontent search. Marti hearst what is text mining? . Text mining? What does text mining mean? mining, big data, unstructured data statistica. Text analytics meaningcloud text mining solutions. High quality information is typically derived through the devising of patterns and trends means such as statistical pattern learning text mining process analyzing collections textual materials in order to linguistics based finds meaning much people do by apr 23, 2013 mining, which sometimes referred analytics one way make qualitative or unstructured data usable a computer. What is text data mining? Definition from techopedia. Prelude overview introduction to text mining tutorialwhat does previously unknown mean? Implies discovering genuinely new apr 29, 2016 even if the definition of may look simple, operations, are not. What is text mining (text analytics)? Definition from whatis about ibm. Text mining definition of text by the free dictionary. Text mining attempts to derive meaning from the words and sentences in therefore, text analytics software has been created that uses natural language processing algorithms find huge amounts of 11. How? Determine patterns and trends within text through statistical pattern learning a simple explanation of how mining works, it differs from keyword search can understand real meanings thanks to sophisticated natural language witte, r. Learn more on how text mining works oct 17, 2003 is the discovery by computer of new, previously even though meaning texts are not being discerned programs ''jan 18, 2017. What is text mining? Information space. That's sick! text mining and words with multiple definitions definition from pc magazine encyclopediawhat is analytics? Clarabridgealrc. Qualitative data is descriptive that cannot be measured in numbers and often includes qualities of appearance like color, texture, textual description text mining means deriving insights from. Text mining wikipedia. The application of text mining techniques to solve business problems is called analytics. There are text mining applications which offer 'black box' methods to extract 'deep meaning' data definition
Support Vector Machines (SVM) Overview and Demo using R
 
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Quick overview and examples /demos of Support Vector Machines (SVM) using R. The getting started with SVM video covers the basics of SVM machine learning algorithm and then finally goes into a quick demo
Views: 54180 Melvin L
Support Vector Machine (SVM) with R - Classification and Prediction Example
 
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Includes an example with, - brief definition of what is svm? - svm classification model - svm classification plot - interpretation - tuning or hyperparameter optimization - best model selection - confusion matrix - misclassification rate Machine Learning videos: https://goo.gl/WHHqWP svm is an important machine learning tool related to analyzing big data or working in data science field. R is a free software environment for statistical computing and graphics, and is widely used by both academia and industry. R software works on both Windows and Mac-OS. It was ranked no. 1 in a KDnuggets poll on top languages for analytics, data mining, and data science. RStudio is a user friendly environment for R that has become popular.
Views: 31900 Bharatendra Rai
This is what happens when you reply to spam email | James Veitch
 
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Suspicious emails: unclaimed insurance bonds, diamond-encrusted safe deposit boxes, close friends marooned in a foreign country. They pop up in our inboxes, and standard procedure is to delete on sight. But what happens when you reply? Follow along as writer and comedian James Veitch narrates a hilarious, months-long exchange with a spammer who offered to cut him in on a hot deal. 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: 33475017 TED
Introduction to Data Science with R, Python, Tableau | Data Science Tutorial For Beginners | ExcelR
 
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Get introduced to the learning objectives of Data science the most comprehensive course delivered from ExcelR solution. Topics line deep learning, Text Mining & Natural Language Processing and Times series/Forecasting. For more visit: https://www.excelr.com/business-analytics/ Watch here Excelr’s Introduction to Data Science Using R, Python : https://youtu.be/krxhi8FVUOY Things You Will Learn…. 1. Basics Statistics 2. Hypothesis Testing - What & How 3. Regression Analysis 4. Data Mining / Machine Learning 5. Test Mining & Natural Language Processing 6. Forecasting 7. Data Visualization 8. Tableau 9. R & R Studio 10. XLMiner 11. Minitab 12. Python For Detailed Course Content click here : https://www.excelr.com/business-analytics/ #datascience #datasciencetutorial #datascienceforbeginners #datasciencewithr #datasciencetutorialforbeginners #datasciencecourse ---------------------------------------------------------------------------------- Mode of Trainings : E-Learning Online Training Class Room Training --------------------------------------------------------------------------- For More Info Contact :: Toll Free (IND) : 1800 212 2120 | +91 80080 09706 Malaysia: 60 11 3799 1378 USA: 001-844-392-3571 UK: 0044 203 514 6638 AUS: 006 128 520-3240 Email: [email protected] Web: www.excelr.com
SAS® Text Analytics Software Demo
 
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http://www.sas.com/en_us/software/analytics/text-miner.html SAS Text Analytics help companies address big data issues that arise from unstructured content by applying linguistic rules and statistical methods. SAS TEXT MINER Get faster, deeper insight from unstructured data. Why limit yourself to analyzing legacy data? Our text mining software lets you easily analyze text data from the web, comment fields, books and other text sources. Discover new information, topics and term relationships that deepen your understanding. And add what you learn to your models to improve lift and performance. Benefits: * Improve model performance. * Add subject-matter expertise. * Automatically know more. * Determine what's hot and what's not. LEARN MORE ABOUT SAS TEXT MINER http://www.sas.com/en_us/software/analytics/text-miner.html SUBSCRIBE TO THE SAS SOFTWARE YOUTUBE CHANNEL http://www.youtube.com/subscription_center?add_user=sassoftware ABOUT SAS SAS is the leader in business analytics software and services, and the largest independent vendor in the business intelligence market. Through innovative solutions, SAS helps customers at more than 75,000 sites improve performance and deliver value by making better decisions faster. Since 1976 SAS has been giving customers around the world The Power to Know.® VISIT SAS http://www.sas.com CONNECT WITH SAS SAS ► http://www.sas.com SAS Customer Support ► http://support.sas.com SAS Communities ► http://communities.sas.com Facebook ► https://www.facebook.com/SASsoftware Twitter ► https://www.twitter.com/SASsoftware LinkedIn ► http://www.linkedin.com/company/sas Google+ ► https://plus.google.com/+sassoftware Blogs ► http://blogs.sas.com RSS ►http://www.sas.com/rss To learn more about SAS Text Analytics, visit http://www.sas.com/textanalytics
Views: 23716 SAS Software
Ed Sheeran - Perfect (Official Music Video)
 
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🎧: https://ad.gt/yt-perfect 💰: https://atlanti.cr/yt-album Subscribe to Ed's channel: http://bit.ly/SubscribeToEdSheeran Follow Ed on... Facebook: http://www.facebook.com/EdSheeranMusic Twitter: http://twitter.com/edsheeran Instagram: http://instagram.com/teddysphotos Official Website: http://edsheeran.com Director | dp Jason Koenig Producer: Honna Kimmerer Starring: Ed Sheeran & Zoey Deutch Director of Photography: Johnny Valencia Production Company: Anonymous Content Exec Producer: Nina Soriano Production Manager: Doug Hoff Commissioner: Dan Curwin Production Designer: John Lavin Lead Casting: Amy Hubbard Written by: Jason Koenig, Ed Sheeran, Jenny Koenig, Andrew Kolvet, Murray Cummings Edited by: Jason Koenig & Johnny Valencia VFX: Ian Hubert Graphic design by Chris Ballasciotes Cast: Bo Valencia, Dennis Ranalta, Arthur Pauli Ski Cinematography: Corey Koniniec Specialty Camera op: Ryan Haug 1st AC: Ryan Brown 1st Assistant Director: Ole Zapatka Art Director: Klaus Hartl Snow fx: Lucien Stephenson Gaffer: Thomas Berz Stylist: Claudia Lajda Hair & Makeup: Christel Thoresen Austrian Casting: Ursula Kiplinger Additional VFX: Zoic Special Thanks to: The Hintertux Glacier, Austria; Hohenhaus Tenne, and Hotel Neuhintertux
Views: 1583274259 Ed Sheeran
Beyoncé - Formation
 
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Grammy nominated best video of the year "Formation" from LEMONADE the Visual Album Available Now! iTunes: http://smarturl.it/LEMONADEitunes Amazon.com: http://smarturl.it/LEMONADEcd TIDAL: https://lemonade.tidal.com Follow Beyoncé Website: https://www.beyonce.com Facebook: https://www.facebook.com/beyonce Twitter: Follow Beyoncé Listen to Beyoncé iTunes: https://itunes.apple.com/us/artist/beyonc%C3%A9/id1419227 Spotify: https://open.spotify.com/artist/6vWDO969PvNqNYHIOW5v0m Instagram: https://www.instagram.com/beyonce
Views: 140005457 BeyoncéVEVO
Paul McCartney Carpool Karaoke
 
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James Corden heads to Liverpool for a special day with Paul McCartney spent exploring the city of Paul's youth, visiting his childhood home where he wrote music with John Lennon, performing songs in a local pub and of course driving around singing a few of Paul's biggest hits. Pre-order Paul McCartney's new album Egypt Station and download his two new songs "Come On To Me" and "I Don't Know" here: https://paulmccartney.lnk.to/EgyptStation - Watch The Late Late Show with James Corden's episodes from London only on Sky One at 10pm. More Late Late Show: Subscribe: http://bit.ly/CordenYouTube Watch Full Episodes: http://bit.ly/1ENyPw4 Facebook: http://on.fb.me/19PIHLC Twitter: http://bit.ly/1Iv0q6k Instagram: http://bit.ly/latelategram Watch The Late Late Show with James Corden weeknights at 12:35 AM ET/11:35 PM CT. Only on CBS. Get new episodes of shows you love across devices the next day, stream live TV, and watch full seasons of CBS fan favorites anytime, anywhere with CBS All Access. Try it free! http://bit.ly/1OQA29B --- Each week night, THE LATE LATE SHOW with JAMES CORDEN throws the ultimate late night after party with a mix of celebrity guests, edgy musical acts, games and sketches. Corden differentiates his show by offering viewers a peek behind-the-scenes into the green room, bringing all of his guests out at once and lending his musical and acting talents to various sketches. Additionally, bandleader Reggie Watts and the house band provide original, improvised music throughout the show. Since Corden took the reigns as host in March 2015, he has quickly become known for generating buzzworthy viral videos, such as Carpool Karaoke."
Daniel Radcliffe Raps Blackalicious' "Alphabet Aerobics"
 
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Jimmy challenges hip-hop lover Daniel Radcliffe to rap Blackalicious' tongue-twisting "Alphabet Aerobics." Subscribe NOW to The Tonight Show Starring Jimmy Fallon: http://bit.ly/1nwT1aN Watch The Tonight Show Starring Jimmy Fallon Weeknights 11:35/10:35c Get more Jimmy Fallon: Follow Jimmy: http://Twitter.com/JimmyFallon Like Jimmy: https://Facebook.com/JimmyFallon Get more The Tonight Show Starring Jimmy Fallon: Follow The Tonight Show: http://Twitter.com/FallonTonight Like The Tonight Show: https://Facebook.com/FallonTonight The Tonight Show Tumblr: http://fallontonight.tumblr.com/ Get more NBC: NBC YouTube: http://bit.ly/1dM1qBH Like NBC: http://Facebook.com/NBC Follow NBC: http://Twitter.com/NBC NBC Tumblr: http://nbctv.tumblr.com/ NBC Google+: https://plus.google.com/+NBC/posts The Tonight Show Starring Jimmy Fallon features hilarious highlights from the show including: comedy sketches, music parodies, celebrity interviews, ridiculous games, and, of course, Jimmy's Thank You Notes and hashtags! You'll also find behind the scenes videos and other great web exclusives. Daniel Radcliffe Raps Blackalicious' "Alphabet Aerobics" http://www.youtube.com/fallontonight
Rammstein - Sonne (Official Video)
 
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► Website: http://www.rammstein.com ► Shop: http://shop.rammstein.de Premiere: January 29, 2001 Shoot: 13th to 15th January, 2001 Location: Babelsberger Filmstudio, Potsdam Director: Jörn Heitmann Single: Sonne From the Album: Mutter The video shoot for the song SONNE was produced in Potsdam at Babelsberger Filmstudios from the 13th to the 15th of January 2001. It was the first time Jörn Heitmann directed a Rammstein video. SONNE, the first single from the album MUTTER is released soon thereafter. Beside the original and an instrumental version of the song, the single contains the track ADIOS and two remixes by Clawfinger. Biography: Rammstein was formed in 1993 by an ensemble of factory-weary proletarians raised in East Germany. They took their name (adding an "m") from the location of a German tragedy where 80 people were injured and killed as the result of a crash during an American Air Force air show. The literal translation of "Ram Stein" is a battering ram made of stone. Word of Rammstein's horror/romanticist blend of theater and music - spread quickly - one-time Olympic swimmer Till Lindemann would sometimes sing entire songs engulfed in flame from head to toe. The band's first album, HERZELEID (English: Heartache), elaborated on the foundations set by the band's live reputation. Scaling the German charts, and remaining there until the release of the second Rammstein LP some two years later, the album also introduced the band to the world outside of the Germany/Switzerland/Austria region. As Rammstein's second album, SEHNSUCHT (English: Longing), was released, the band was playing headlines shows across Europe to crowds of 10,000 to 30,000 people. SEHNSUCHT entered the German charts at number one immediately upon its release and came very close to doing the same in Austria and Switzerland. Within weeks, entries on other countries' charts had SEHNSUCHT rubbing elbows with The Prodigy, Radiohead, and The Rolling Stones on Billboard's cumulative Eurochart. From there the fever spread, transcending any perceived language barrier. MUTTER followed in 2001, REISE, REISE in 2004, and the live collection VOLKERBALL in 2006. LIEBE IST FÜR ALLE DA followed in 2009. A limited edition of the album was packed in a metal suitcase that also housed six sex toys, one for each member of the band. ~ Ed Nimmervoll, Rovi
Views: 119001579 Rammstein Official
Text Analytics Challenges
 
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Text Analytics Challenges
Views: 229 DecoodaTV
The Real Meaning Of Your Favorite Emojis
 
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We all use Emojis daily either you’re in a chat with your friend or you’re posting a crazy tweet. But do we actually using the correct symbol for the message we're trying to portray? Thanks for watching and please Like, Share or Comment :) For more videos check this link : http://goo.gl/d9I4sW Subscribe to We Love Buzz : http://bit.ly/1F6JmG6 (New Video Everyday) More videos : https://goo.gl/5cRh1p
Views: 3118974 We Love Buzz
Razer Mamba + Firefly HyperFlux  | True Wireless Freedom
 
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Attain next-level freedom with the ultra-lightweight Razer Mamba HyperFlux gaming mouse. Powered by the Razer Firefly HyperFlux mouse mat for a true wireless gaming experience. Feel the power in your hands: rzr.to/hyperflux SUBSCRIBE and get hooked up with exclusive content, codes. and giveaways. http://www.youtube.com/subscription_center?add_user=cultofrazer Keep with the Cult: http://www.facebook.com/razer http://www.twitter.com/razer http://www.google.com/+razer http://www.razerzone.com
Views: 240660 R Λ Z Ξ R
How SVM (Support Vector Machine) algorithm works
 
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In this video I explain how SVM (Support Vector Machine) algorithm works to classify a linearly separable binary data set. The original presentation is available at http://prezi.com/jdtqiauncqww/?utm_campaign=share&utm_medium=copy&rc=ex0share
Views: 475898 Thales Sehn Körting
16. Learning: Support Vector Machines
 
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MIT 6.034 Artificial Intelligence, Fall 2010 View the complete course: http://ocw.mit.edu/6-034F10 Instructor: Patrick Winston In this lecture, we explore support vector machines in some mathematical detail. We use Lagrange multipliers to maximize the width of the street given certain constraints. If needed, we transform vectors into another space, using a kernel function. License: Creative Commons BY-NC-SA More information at http://ocw.mit.edu/terms More courses at http://ocw.mit.edu
Views: 696333 MIT OpenCourseWare
Joji - SLOW DANCING IN THE DARK
 
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Stream "SLOW DANCING IN THE DARK": https://88rising.lnk.to/SDITD BALLADS 1 is out now: https://88rising.lnk.to/BALLADS1 BALLADS 1 vinyl, CDs & merch available at https://BALLADS1.com Produced by Patrick Wimberly & George Miller Music video directed by Jared Hogan Edited by Miles Trahan JOJI TOUR DATES Tickets: https://88rising.com/joji Oct 26 - Vancouver, BC - Pacific Coliseum Oct 27 - Seattle, WA - Showare Center Oct 31 - San Francisco, CA - Bill Graham Civic Auditorium Dec 06 - London, United Kingdom - Heaven Dec 08 - Paris, France - Le Trabendo Dec 09 - Amsterdam, Netherlands - Melkweg Oude Zaal (Early Show) Dec 09 - Amsterdam, Netherlands - Melkweg Oude Zaal (Late Show) Dec 10 - Berlin, Germany - Festsaal Kreuzberg Dec 12 - London, United Kingdom - Heaven Joji http://instagram.com/sushitrash http://twitter.com/sushitrash http://facebook.com/jojikansai 88rising http://instagram.com/88rising http://twitter.com/88rising http://facebook.com/88rising 88 is double happiness
Views: 29504619 88rising
surah rehman with urdu translation full HD
 
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SURAH REHMAN WITH URDU TRANSLATION OR TARJMAH . QARI ABDULLH BASIT OR QARI ABDULLH SAMADH
Views: 24324836 Sikander Saleem
Mikhail Korobov - Explaining behavior of Machine Learning models with eli5 library
 
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"Explaining behavior of Machine Learning models with eli5 library [EuroPython 2017 - Talk - 2017-07-13 - Anfiteatro 2] [Rimini, Italy] ML estimators don't have to be black boxes. Interpretability has many benefits: it is easier to debug interpretable models, humans trust decisions of such models more. In this talk I’ll give an overview of ML models interpretation and debugging techniques. I’ll cover linear models, decision trees, tree ensembles, arbitrary classifiers using LIME algorithm. The talk focus is on explanation algorithms, because it is important to be aware of pitfalls and limitations of the explanation method to be able to interpret an explanation correctly. I’ll also show how to use these techniques in practice, to debug and explain behavior of estimators from Python ML libraries like scikit-learn and xgboost using open-source eli5 library: https://github.com/TeamHG-Memex/eli5 . Attendees will get both practical and theoretical understanding of these explanation methods. Target audience is ML practitioners who want to 1) get a better quality from their ML pipelines - understanding of why a wrong decision happens is often a first step to improve the quality of an ML solution; 2) explain ML model behavior to clients or stakeholders - inspectable ML pipelines are easier to “sell” to a client; humans trust such models more because they can check if an explanation is consistent with their domain knowledge or gut feeling, understand better shortcomings of the solution and make a more informed decision as a result. License: This video is licensed under the CC BY-NC-SA 3.0 license: https://creativecommons.org/licenses/by-nc-sa/3.0/ Please see our speaker release agreement for details: https://ep2017.europython.eu/en/speaker-release-agreement/
Huge Basketball Fight Breaks Out Between Australia And Philippines
 
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A massive fight broke out during the game between Gilas Pilipinas and Australia in the third window of the FIBA World Cup Asian Qualifiers at the Philippine Arena in Bocaue, Bulacan on Monday. Subscribe to ESPN UK: http://bit.ly/1oGUzVA Follow ESPN UK across multiple platforms: https://en-gb.facebook.com/ESPNUK https://twitter.com/ESPNUK http://www.espn.co.uk/
Views: 2145793 ESPN UK
Bazzi – Mine (Lyrics) 🎵
 
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"Bazzi – Mine (Lyrics) 🎵" Hit the 🔔 to join the notification squad! Get "Mine": https://Bazzi.lnk.to/MineID Support Pixl Networks http://snapchat.com/add/pixlnetworks http://instagram.com/pixlnetworks http://open.spotify.com/user/pixlnetworks http://facebook.com/pixlnetworks http://twitter.com/pixlnetworks http://soundcloud.com/pixlnetworks http://discord.gg/pixlnetworks Support Bazzi http://instagram.com/bazzi http://facebook.com/bazziworldwide http://twitter.com/bazzi Hashtags: #mine #bazzi #music Pixl Networks is YouTube's leading music promotion network for popular music. Working with the biggest record labels in the world, we keep you updated with your favorite artists and provide you with the lyrics of their latest songs. Subscribe to this channel to stay on top of the hottest music trends!
Views: 66338401 Pixl Networks
Towards interpretable reliable models - Keynote Katharine Jarmul
 
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Description In a world where machine learning can affect human lives in unprecedented ways, how can we create interpretable and accountable models? How do we then share the reasonings with our colleagues? This talk will review why interpretability is key in public facing models as well as tools and methods for creating accurate and explainable models. Abstract Machine learning might be used to determine if you get a job interview, a bank loan or an acceptance letter at a university. In a world where machine learning can affect human lives in unprecedented ways, how can we create interpretable and accountable models? Once we can interpret the model used, how do we then share the reasoning with our colleagues? This talk will review why interpretability is key in public facing models as well as tools and methods for creating accurate and explainable models. We will review the newest publications on increasing accountability in model training and see techniques for building understandable models from more difficult architectures (such as deep learning). www.pydata.org PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R. PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases.
Views: 2302 PyData
Deep Learning im Umfeld des Text Mining - inovex Meetups
 
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https://www.inovex.de - Dr. Alexander Löser von der Beuth Hochschule für Technik Berlin zeigt in seinem Vortrag, wie Methoden des Deep Learning im Text Mining eingesetzt werden können.
Views: 544 inovex GmbH
🔎 Trade School: high frequency trading explanations and high frequency trading examples HFT Part 5
 
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"Binary options are not promoted or sold to retail EEA traders. If you are not a professional client, please leave this page." Reliable Binary Options Broker with a ★Profit of up to 95%★! Totally Free 10000$ Demo account! + ✅ Register and Get Best Trading Strategy ➤➤ https://goo.gl/7BZ7Rh ✅ #1 IQ Option ►https://goo.gl/7BZ7Rh ✅ #2 PocketOption ►https://goo.gl/Hs2a9k #3 Ayrex ►https://goo.gl/shoZY9 #4 ExpertOption ►https://goo.gl/7z3i6w #5 Binomo ►https://goo.gl/Ea3nYX #6 Spectre.ai ►https://goo.gl/pMPLKt #7 Alpari ►https://goo.gl/Z83T8t #8 XM (MT4/MT5) ►https://goo.gl/nWRD8d #9 Upwingo ►https://goo.gl/JKzSHK Skrill to withdrawal ►https://goo.gl/vPGW2e Live Trading on DLive ►https://goo.gl/35gkQ6 Live Trading on TradeCaster ►https://goo.gl/MxMdL2 ✅ vfxAlert - FREE BO & Forex Signals ►https://goo.gl/hQCLi5 "RISK WARNING: YOUR CAPITAL MIGHT BE AT RISK" This video is not an investment advice. "CFDs are complex instruments and come with a high risk of losing money rapidly due to leverage. Between 74-89% of retail investor accounts lose money when trading CFDs. You should consider whether you understand how CFDs work and whether you can afford to take the high risk of losing your money." Binary Options Turbo Trader (#BOTT) https://goo.gl/95wWoZ Forex (FX) Turbo Trader (FOTT) https://goo.gl/GcPh46 DO (Digital Options) Turbo Trader (DOTT) https://goo.gl/DRThwk 🎓 Join the BOTT Mentorship Program! 📧 [email protected] 📚 BO Turbo Trader Price Action Guide for Binary Options Trader PDF https://goo.gl/J2aUqe 👉 SMASH THE LIKE BUTTON 👈 👉 HIT THE SUBSCRIBE BUTTON 👈 👉 LEAVE A COMMENT 👈 👉 SHARE 👈 ★ CONTACT ME https://goo.gl/uvt3xJ ★ Facebook-Group: https://www.facebook.com/groups/boturbotrader/ Twitter: https://twitter.com/boturbotrader Blogger: https://boturbotrader.blogspot.com/ Start Mining Cryptocurrency http://goo.gl/1mJLbU Risk Warning: Your invested capital may be at risk. This video is not an investment advice. Indicators: EMA 3 (blue) EMA 20 (yellow) EMA 50 (orange) EMA 100 (red) EMA 200 (purple) Bollinger Band Period 20 Deviation 2 (green) Bollinger Band Period 20 Deviation 1 (white) High frequency trading is a type of algorithmic trading in which large volumes of shares are bought and sold automatically at very high speeds. High-frequency trading (HFT) is a program trading platform that uses powerful computers to transact a large number of orders at very fast speeds. It uses complex algorithms to analyze multiple markets and execute orders based on market conditions. High-frequency trading is an automated trading platform used by large investment banks, hedge funds and institutional investors that utilizes powerful computers to transact a large number of orders at extremely high speeds. In financial markets, high-frequency trading (HFT) is a type of algorithmic trading characterized by high speeds, high turnover rates, and high order-to-trade ratios that leverages high-frequency financial data and electronic trading tools. High-frequency trading (HFT) is the use of sophisticated software and high-end hardware to gain a speed advantage in automated trading systems. High-frequency trading (HFT) is high-volume trading used by proprietary traders and a new breed of electronic trading outfits (typically privately held). High frequency trading (HFT) is a computerized trading strategy used to exploit fleeting market inefficiencies. The rise of high-frequency trading in the US stock market has been nothing meaning they both widen or narrow in accordance with volatility. high-frequency trading: Algorithmic trading (automated trading, black-box trading or simply algo-trading) is the process of using computers programed to follow a defined set of instructions (an algorithm) for placing a trade in order to generate profits at a speed and frequency that is impossible for a human trader. HFT can be viewed as a primary form of algorithmic trading in finance. Specifically, it is the use of sophisticated technological tools and computer algorithms to rapidly trade securities. High-frequency traders typically compete against other HFTs, rather than long-term investors. trading coach oil trading hft firms hi frequency high speed trading trading group trading system intraday trading high frequency trading definition high frequency trading jobs london high frequency trading ppt trading for a living highest traded stock fast trade high frequency trading algorithm tradebank trading business hft trading online trade high frequency trading firms high frequency trading book live trading trading coach oil trading highest traded stock fast trade high frequency trading algorithm tradebank trading business hft trading online trade
Views: 538 BO Turbo Trader
"How machine learning helps cancer research" by Evelina Gabasova
 
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Machine learning methods are being applied in many different areas - from analyzing financial stock markets to movie recommender engines. But the same methods can be applied to other areas that also deal with big messy data. In bioinformatics I use similar machine learning, only this time to help find the underlying mechanisms of cancer. The problems in bioinformatics might seem opaque and confusing - sequencing, DNA, methylation, ChIP-seq, motifs etc. But underneath, the same algorithms that are used to find groups of customers based on their buying behavior can be used to find subtypes of cancer that respond differently to treatments. Algorithms for text analysis can be used to find important patterns in DNA strands. And software verification tools can help analyze biological systems. In this talk, I'll show you the exciting world of machine learning applications in bioinformatics. No knowledge of biology is required, the talk will be mostly in developer-speak. Evelina Gabasova UNIVERSITY OF CAMBRIDGE @evelgab Evelina is a machine learning researcher working in bioinformatics, trying to reverse-engineer cancer at University of Cambridge. Her background is mainly in computer science, statistics and machine learning. Evelina is a big fan of F# and uses it frequently for data manipulation and exploratory analysis in her research. Outside of academia, she also speaks at developer conferences and user groups about using F# for data science. She writes a blog at http://www.evelinag.com.
Views: 9111 Strange Loop
The Connected Vehicle: How Analytics Drives Telematics Value
 
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http://www.sas.com/automotive Learn how SAS' Internet of Things technology is turning mundane telematics trouble codes into real value in the automotive and trucking industries. When everything is connected, we need answers, we need the Analytics of Things. SAS AUTOMOTIVE SOLUTIONS Drive better decisions with the world’s best analytics. SAS has automotive solutions for: * Sales & Marketing * Product & Process Quality * Aftermarket Service * Credit & Finance * Supply & Demand Planning * And more... LEARN MORE ABOUT SAS SOLUTIONS FOR AUTOMOTIVE http://www.sas.com/en_us/industry/automotive.html SUBSCRIBE TO THE SAS SOFTWARE YOUTUBE CHANNEL http://www.youtube.com/subscription_center?add_user=sassoftware ABOUT SAS SAS is the leader in analytics. Through innovative analytics, business intelligence and data management software and services, SAS helps customers at more than 75,000 sites make better decisions faster. Since 1976, SAS has been giving customers around the world THE POWER TO KNOW®. VISIT SAS http://www.sas.com CONNECT WITH SAS SAS ► http://www.sas.com SAS Customer Support ► http://support.sas.com SAS Communities ► http://communities.sas.com Facebook ► https://www.facebook.com/SASsoftware Twitter ► https://www.twitter.com/SASsoftware LinkedIn ► http://www.linkedin.com/company/sas Google+ ► https://plus.google.com/+sassoftware Blogs ► http://blogs.sas.com RSS ►http://www.sas.com/rss
Views: 19257 SAS Software
Wham! - Last Christmas (Official Video)
 
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Wham! - Last Christmas (Official Video) Listen on Spotify - http://smarturl.it/Wham_Spotify Listen on Apple Music - http://smarturl.it/Wham_Apple Amazon - http://smarturl.it/WhamFinal_Amazon ‘Listen without Prejudice/MTV Unplugged’ – OUT NOW. Listen on Spotify here http://smarturl.it/GMFreedomSpot and get the album here http://smarturl.it/LWPGM Get the Fantasy single here http://smarturl.it/GMFantasy Music updates http://www.listen-georgemichael.com Official website http://www.georgemichael.com Facebook https://www.facebook.com/georgemichael/ Twitter https://twitter.com/GeorgeMOfficial Instagram https://www.instagram.com/georgemoffi... Lyrics Last Christmas I gave you my heart But the very next day you gave it away. This year To save me from tears I'll give it to someone special. Once bitten and twice shy I keep my distance But you still catch my eye. Tell me, baby, Do you recognize me? Well, It's been a year, It doesn't surprise me (Merry Christmas) I wrapped it up and sent it With a note saying, I love you, I meant it Now I know what a fool I've been. But if you kissed me now I know you'd fool me again.
Views: 350785928 WhamVEVO
Michael Jackson - Man In The Mirror (Official Video)
 
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In keeping with the lyrical message of "Man in the Mirror," which was strongly identified with Michael Jackson and reflective of his own philosophies, the short film features powerful images of events and leaders whose work embodies the song's message to "make that change." Rolling Stone praised the short film in 2014 as "a powerful statement to deliver to personality-driven MTV." Buy/Listen to Bad 25: Amazon - http://smarturl.it/mj_bad25_amzn?IQid=ytd.mj.mitm iTunes - http://smarturl.it/MJ_Bad25A_iTunes?IQid=ytd.mj.mitm Official Store - http://smarturl.it/MJBAD25_OS?IQid=ytd.mj.mitm Spotify - http://smarturl.it/MJ_Bad_Sptfy?IQid=ytd.mj.mitm Written by Siedah Garrett and Glen Ballard Produced by Quincy Jones for Quincy Jones Productions Co-Produced by Michael Jackson for MJJ Productions, Inc. From the album Bad, released August 31, 1987 Released as a single January 16, 1988 THE SHORT FILM Director: Don Wilson Michael Jackson's short film for "Man in the Mirror" was the third of nine short films produced for recordings from Bad, one of the best selling albums of all time. The "Man in the Mirror" single hit No. 1 in four countries in 1988, topping the charts in the United States, Italy, Belgium and Poland and reaching Top 5 in Canada, Ireland and New Zealand. In the U.S., "Man in the Mirror" was the fourth of five consecutive No. 1 singles from one album on the Billboard Hot 100-making Michael the first artist to achieve this milestone. "Man in the Mirror," written by Siedah Garrett (Michael's duet partner on "I Just Can't Stop Loving You") and Glen Ballard, is one of only two songs on Bad not written by Michael Jackson and, even though it wasn't a song he wrote himself, it was a message that was strongly identified with him and reflective of his own philosophies, as demonstrated through his actions and expressed in some of his own lyrics. "'Man in the Mirror' has a great message," he wrote in his 1988 memoir Moonwalk. "I love that song. ..Start with yourself. Don't be looking at all the other things. Start with you. That's the truth." A review of Bad in Rolling Stone in 1987 called the song "among the half dozen best things Jackson has done." In contrast to Michael's other short films of the Bad era, "Man of the Mirror" tells a story not through performance, but through powerful images of oppression, homelessness, hunger, police brutality and other ills of the world, as well as events and leaders of the 20th century whose work is reflective of the song's message to "make that change." Follow the Official Michael Jackson Accounts: Facebook - http://smarturl.it/mj_facebook?IQid=ytd.mj.mitm Twitter - http://smarturl.it/mj_twitter?IQid=ytd.mj.mitm Spotify - http://smarturl.it/mj_spotify?IQid=ytd.mj.mitm Newsletter - http://smarturl.it/mj_newsletter?IQid=ytd.mj.mitm YouTube - http://smarturl.it/mj_youtube?IQid=ytd.mj.mitm Website - http://smarturl.it/mj_website?IQid=ytd.mj.mitm
Views: 95969005 michaeljacksonVEVO
New largest Toys R Us haul! 2018 LEGO & Mega sets 📦 #213
 
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🌐 http://www.JANGBRiCKS.com 📷 Instagram: jangbricks4real 👤 Facebook & Twitter: JangBricks Full list of my verified media accounts at http://www.jangbricks.com/verified (assume anything else is fake). Thank you for helping me maintain a positive, safe, family-friendly* environment in the comments, keeping it clean for kids & adults alike! My preferred online shop is http://amzn.to/2qllzg5 (that's an affiliate link that I was not asked or paid to place, but if you choose click it & buy something, I may get a tiny commission). For a more complete list see http://www.jangbricks.com/where-i-shop I do most product research at http://www.Brickset.com where I also track upcoming releases & manage my past set collection. I appreciate constructive criticism & respectful disagreement! Learn more at http://www.jangbricks.com/criticize --------------------------------- TOP VIEWER QUESTIONS: See my Frequently Asked Questions master list at http://www.jangbricks.com/FAQ Q: When will this set be released? A: If I got it & reviewed it, I bought it & it's released. Q: Do you review free products given to you by manufacturers or vendors? A: No. Again, if I got it & reviewed it, I bought it. Q: Where/how did you get this? How do you get sets "early?" A: I still bought it. See http://www.jangbricks.com/early Q: First!? 2nd comment? 345th viewer? Early squad? A: Comments are hand-moderated & pointless number-spam is deleted, persistent offenders blocked or shadowbanned. I value *real* comments, as do other viewers. Q: When will the next update video about your [layout/creation/anything] be posted? A: The next time it is updated enough to warrant a new video. There's no pre-set schedule. Q: Can you show your studio setup? How do you do your background & item spins? A: See http://goo.gl/wzQNMk Q: It's [X] o'clock, why are you posting? A: It's [X] o'clock, why are you posting about me posting? Q: Will you sell/trade/give me something from your videos? A: I only donate to charities & don’t sell to the public. See http://goo.gl/BgOhl4 Q: Have you a done a video about [some set]? A: Search for "jangbricks [name of the set]" to quickly see if I have what you're looking for. Q: Any tips for new YouTube channels? A: Yes! http://www.jangbricks.com/youtube-tips Q: This video was just uploaded; how are there comments from days ago? Bug? Hacks? Exploits? A: Youtube's "uploaded on" text is wrong, is all. The video was just previously unlisted & linked from my blog and/or social media. Q: Can I use your music? A: No, it is paid, licensed material that is illegal to copy. * I have ZERO tolerance for disrespect, harassment, threats, cyber-bullying, racism, sexism, homophobic attacks, foul language, and spam on my channels. Comments are actively moderated and abusive users are reported & blocked/shadowbanned to protect viewers of all ages. Keep it civil, keep it respectful. --------------------------------- I am not employed by or under contract with any manufacturer or vendor to create content to promote their products or services. The opinions I express are mine and mine alone and not for sale for any price. Ads, when shown, are selected & placed by YouTube/Google itself based upon their algorithms and your viewing history.
Views: 705253 JANGBRiCKS
How Machine Learning Helps Humans Search Millions of Documents Instantly
 
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TRANSCRIPT: Exaptive uses sophisticated technology to make discoveries easier, especially when researchers are looking through data contained within millions of documents. We use machine learning to facilitate the exploration of data that would otherwise be too vast to support valuable insights. Machine Learning allows for a model to improve over time.. given new training data.. without requiring more human effort. For example, a common “text-classification benchmark task” is to train a model on messages for multiple discussion board threads.. and then later use it to predict what the topic of discussion was.. Whether it was space, computers, religion, anything. Besides being able to classify new texts, Machine Learning approaches can also attempt to identify the authors or find similar documents. The ability to identify similar documents can lead to a “recommender system” for new content that a user might find interesting. Machine Learning-based models are commonly desired to be “black-box” in the sense that a user desires to be able to put data in.. and get answers out.. without having to know the details of how this is achieved. However, there is usually a desire to understand the resulting model and why a recommendation is given. There is also a desire to understand a collection of texts, such as search results, where the user may want a summary of a 100 page list of a thousand “ranked results.” In this use case, we build a data landscape, which is a visualization of the documents that conveys their similarities as well as the relationships to key terms which were identified when learning the model. In one application of data landscape technology, Exaptive processed over 100 million documents which had been “machine read” from “scanned documents” via “optical character recognition”. Some of the documents were hundreds of years old. We recorded counts for roughly 200,000 words.. and then estimated the importance of those words to the documents as a “feature engineering” step. This measure is known as “term frequency-inverse document frequency” or TF-IDF. “Singular value decomposition”.. or S-V-D.. was then used to find high level concepts which are each defined by many words. At that point in the process, documents are described by high level concepts that align with areas of medicine, economics, religion, politics, et cetera. The concepts that are learned are data-dependent. If only medical documents are used, then the model’s resources will be used to identify more “finely-detailed” categories. We then clustered the documents in that “topic space” to find which documents are similar. The “silhouette coefficient measure” allowed us to automatically select a good “number of clusters.” Next, we projected the documents down to a two dimensional scatterplot using a combination of SVD and multi-dimensional scaling. Based on the density of the documents, we fit a contour map, which looks like a topological map. Color varies across the contour map according to the cluster assignment for documents in that area. Finally, we solve for landmarks which correspond to the x-y location of the key “driver terms” for each cluster. Using these same concepts, the Exaptive team designed the PubMed® Explorer. PubMed Explorer makes it easy to search PubMed’s extensive collection of papers. One of the visualizations provided is a “term landscape”. The term landscape is similar to the key “term landmarks” from the previously described data landscape. The positions are found in a more direct method by projecting TF-IDF values directly to 2-D. For a collection of search results, the user may then view a two-dimensional landscape where related terms are grouped together spatially. Depending on how this project is performed, it is easy to obtain either the documents locations, or the term locations. This allows us to provide the user with options to create the same visualization for articles or journals, instead of topics. As with the previously described visualizations, the documents are categorized using clustering which provides for distinction with the term and cluster colors. Many people associate Machine Learning with A-I, or Artificial Intelligence. At Exaptive, we use it to support I-A, or “intelligence augmentation.” The difference is.. that instead of using machine learning to eliminate the need for humans in a process, the technology supports the intelligence of the human researcher, so researchers can accomplish more than what would otherwise be humanly possible. www.exaptive.com
Views: 130 Exaptive
John Lennon - Imagine
 
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Views: 32620875 Emi Records Italy
Bill Murray And Jan Vogler Are #1 On The Classical Charts
 
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Bill Murray and Jan Vogler have gone from meeting on an airplane to playing Carnegie Hall. They'll be there Monday, October 16 playing music from their album 'New Worlds.' Subscribe To "The Late Show" Channel HERE: http://bit.ly/ColbertYouTube For more content from "The Late Show with Stephen Colbert", click HERE: http://bit.ly/1AKISnR Watch full episodes of "The Late Show" HERE: http://bit.ly/1Puei40 Like "The Late Show" on Facebook HERE: http://on.fb.me/1df139Y Follow "The Late Show" on Twitter HERE: http://bit.ly/1dMzZzG Follow "The Late Show" on Google+ HERE: http://bit.ly/1JlGgzw Follow "The Late Show" on Instagram HERE: http://bit.ly/29wfREj Follow "The Late Show" on Tumblr HERE: http://bit.ly/29DVvtR Watch The Late Show with Stephen Colbert weeknights at 11:35 PM ET/10:35 PM CT. Only on CBS. Get the CBS app for iPhone & iPad! Click HERE: http://bit.ly/12rLxge Get new episodes of shows you love across devices the next day, stream live TV, and watch full seasons of CBS fan favorites anytime, anywhere with CBS All Access. Try it free! http://bit.ly/1OQA29B --- The Late Show with Stephen Colbert is the premier late night talk show on CBS, airing at 11:35pm EST, streaming online via CBS All Access, and delivered to the International Space Station on a USB drive taped to a weather balloon. Every night, viewers can expect: Comedy, humor, funny moments, witty interviews, celebrities, famous people, movie stars, bits, humorous celebrities doing bits, funny celebs, big group photos of every star from Hollywood, even the reclusive ones, plus also jokes.
Python Requests - 2.  Using Python Requests to Log Into a Website
 
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► SPONSORS ◄ DevMountain Coding Bootcamp https://goo.gl/P4vgKS Pluralsight - FREE TRIAL! http://www.pluralsight.pxf.io/c/1302163/448522/7490 .Tech domains https://goo.gl/6EnZmg Use Coupon Code - HISPERT18 - at checkout Get a domain: $4.99 for 1 year | $24.99 for 5 years ► TOP 5 PYTHON PROGRAMMING BOOKS OF 2018 ◄ Python Programming: For the Beginners (An Introduction to the Python Computer Language and Computer Programming) https://amzn.to/2Iou1VS Deep Learning with Python https://amzn.to/2QcDL8I Cracking Codes with Python: An Introduction to Building and Breaking Ciphers https://amzn.to/2QdZ6hN Machine Learning for Beginners: Your Ultimate Guide To Machine Learning For Absolute Beginners, Neural Networks, Scikit-Learn, Deep Learning, TensorFlow, Data Analytics, Python, Data Science https://amzn.to/2R7Gi5p Python 3 Guide: A Beginner Crash Course Guide to Learn Python 3 in 1 Week https://amzn.to/2Qgk2Fc ► DONATIONS ◄ Patreon https://www.patreon.com/chrishawkes PayPal https://bit.ly/2R64WD7 https://www.patreon.com/chrishawkes Description: This is a tutorial video on getting started with Python Requests! Python requests is made by a fellow Virginian and it's one of the most popular HTTP libraries in use with Python. New to Python? https://www.youtube.com/watch?v=IZj8hLrkABs&list=PLei96ZX_m9sWS2gm1zGqGq6ZzU9T5QSg7 New to Django? https://www.youtube.com/watch?v=CfbDxoRFByY&list=PLei96ZX_m9sWowRU2mn0ccUNIBTTclcWO JavaScript (ES6) https://www.youtube.com/watch?v=jqtNVgecVvo&list=PLei96ZX_m9sX6RUTyhGkCSzfKXpExcVSm Flask https://www.youtube.com/watch?v=gDSLrpxR3G4&list=PLei96ZX_m9sWQco3fwtSMqyGL-JDQo28l React/Redux https://www.youtube.com/watch?v=53SNhzt7AqA&list=PLei96ZX_m9sUDK-1b8fNXZgBnnb6wA7sB NodeJS https://www.youtube.com/edit?o=U&video_id=SJl5THmcQik C# + React https://www.youtube.com/edit?o=U&video_id=bnFgGYooDCM Recommended Books: The Self-Taught Programmer https://amzn.to/2k3RTmx Disrupted: My Misadventure in the Start-Up Bubble https://amzn.to/2k9qijH Python Programming: An Introduction to Computer Science https://amzn.to/2k3gZSm Links: My Python For Beginners Course https://www.udemy.com/python-for-beginners-w/learn/v4/overview EBAY BLACK FRIDAY TECH DEALS https://ebay.to/2PjqeQs MAKE MONEY TAKING SURVEYS! http://trkur.com/322490/8484 BEST PROGRAMMING BOOK TO GET THROUGH THE INTERVIEW https://amzn.to/2AZfs9z
Views: 130148 Chris Hawkes
Minecraft Xbox - All Mine [380]
 
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Part 381 - https://youtu.be/LY2nVRr2ZWM Welcome to my Let's Play of the Xbox 360 Edition of Minecraft. These videos will showcase what I have been getting up to in Minecraft and everything I have built. In this episode I go mining in my lovely world. Twitter - @stampylongnose Instagram - https://www.instagram.com/stampycatyt Facebook - https://www.facebook.com/stampylongnose UK Shop - http://stampy.spreadshirt.co.uk US Shop - http://shop.maker.tv/collections/stampy
Views: 6149227 stampylonghead
Time Series Analysis in Python | Time Series Forecasting | Data Science with Python | Edureka
 
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** Python Data Science Training : https://www.edureka.co/python ** This Edureka Video on Time Series Analysis n Python will give you all the information you need to do Time Series Analysis and Forecasting in Python. Below are the topics covered in this tutorial: 1. Why Time Series? 2. What is Time Series? 3. Components of Time Series 4. When not to use Time Series 5. What is Stationarity? 6. ARIMA Model 7. Demo: Forecast Future Subscribe to our channel to get video updates. Hit the subscribe button above. Machine Learning Tutorial Playlist: https://goo.gl/UxjTxm #timeseries #timeseriespython #machinelearningalgorithms - - - - - - - - - - - - - - - - - About the Course Edureka’s Course on Python helps you gain expertise in various machine learning algorithms such as regression, clustering, decision trees, random forest, Naïve Bayes and Q-Learning. Throughout the Python Certification Course, you’ll be solving real life case studies on Media, Healthcare, Social Media, Aviation, HR. During our Python Certification Training, our instructors will help you to: 1. Master the basic and advanced concepts of Python 2. Gain insight into the 'Roles' played by a Machine Learning Engineer 3. Automate data analysis using python 4. Gain expertise in machine learning using Python and build a Real Life Machine Learning application 5. Understand the supervised and unsupervised learning and concepts of Scikit-Learn 6. Explain Time Series and it’s related concepts 7. Perform Text Mining and Sentimental analysis 8. Gain expertise to handle business in future, living the present 9. Work on a Real Life Project on Big Data Analytics using Python and gain Hands on Project Experience - - - - - - - - - - - - - - - - - - - Why learn Python? Programmers love Python because of how fast and easy it is to use. Python cuts development time in half with its simple to read syntax and easy compilation feature. Debugging your programs is a breeze in Python with its built in debugger. Using Python makes Programmers more productive and their programs ultimately better. Python continues to be a favorite option for data scientists who use it for building and using Machine learning applications and other scientific computations. Python runs on Windows, Linux/Unix, Mac OS and has been ported to Java and .NET virtual machines. Python is free to use, even for the commercial products, because of its OSI-approved open source license. Python has evolved as the most preferred Language for Data Analytics and the increasing search trends on python also indicates that Python is the next "Big Thing" and a must for Professionals in the Data Analytics domain. For more information, please write back to us at [email protected] Call us at US: +18336900808 (Toll Free) or India: +918861301699 Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka
Views: 25439 edureka!
CorelDraw - How To Make a Background Light Effects In Corel Draw
 
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Learn how to create a beautiful background light effect in CorelDraw. Playlist tutorial: https://www.youtube.com/watch?v=Ffv_dOUJRrA&list=PLIXCsbZT2eyXViOnC6apsHeH-1hdRNs0m Even if you are a beginner you'll manage to recreate this very easy. We will start to create some simple lines with the 2-point line tool and with the help of the media brush tool will add some height to the line.In the next step in this tutorial we will create some stars. Stars are easy to create in corel draw. We only need to use the polygon tool for this and drag from 1 point. You will se in the video how easy is.Nex we will create some circles in corel draw and we will use the gradient tool selecting the function elictipal fountain fill.The middle color needs to be white and and the second color needs to be black we will give a transparency for the circles with the effect color doge.Next in the video tutorial we will go back to the lines and stars and we will make them color with transparency overlay.We finalize the first step on the design. Now we need to create a colorful dark background design , for this we will use the mesh tool. Watching the online video you will understand better that this tips and tricks can help you create beautiful backgrounds.We will use the rotation tool in this design to duplicate and rotate the lines created.This will automatically create a shape of a flower.For the finale touch we will create some shapes to add some cool light shadows on the top and bottom of the design. https://www.youtube.com/watch?v=7ev2ZlFOqXg Lerning from corel draw training you will be able to create a cool designs, maybe the best corel draw training on the youtube. This si how you can create corel draw background design effects Other tutorials : CorelDraw: 3D cube ( box ) tutorial tips and tricks https://www.youtube.com/watch?v=5WpF5NpgT7Y https://www.youtube.com/analytics?o=U#dt=nt,fe=16896,fr=lw-001,fs=16869;fc=1,fcr=0,fi=v-7ev2ZlFOqXg,r=realtime,rsc=1 Corel Draw Flame vector tutorial https://www.youtube.com/watch?v=i646183XvcQ free beauty vector frames https://www.youtube.com/watch?v=hECHUmIQKvE CorelDraw text effects https://www.youtube.com/watch?v=Ffv_dOUJRrA CorelDraw logo design tutorial online video https://www.youtube.com/watch?v=3jRmt_-VYgk CorelDRAW text effects tutorials https://www.youtube.com/watch?v=JkD27ofB9oc CorelDraw: Photography 3D Logo Tips and Tricks Tutorial https://www.youtube.com/watch?v=yyeAeFK9Ggo With the help of youtube many designer can learn for free so don't be rude if you did'n like the tutorial because like youtube i'm offering this training for free.Just start learning for free and become a great designer in Corel Draw. Music by : Fingers In The Noise https://soundcloud.com/fitn/lost-in-the-freezing-fog-wip-unmaster-ambient-dubtechno Facebook https://www.facebook.com/ChecKitHD/ REDDIT https://www.reddit.com/user/ChecKitHD/ tumblr http://checkithd.tumblr.com/ OK www.ok.ru/checkit.hd VK http://vk.com/checkithd pinterest https://www.pinterest.com/checkithd/ google + https://plus.google.com/+ChecKitHD/ blogspot http://checkithd.blogspot.ro/ hi5 http://www.hi5.com/checkithd #CorelDraw CheckIt : Learn from this Free corelDraw video tutorials on youtube Thanks for waching! ChecKit tutorials
Benjamin Glaze Auditions for American Idol With Nick Jonas' "Levels" - American Idol 2018 on ABC
 
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Benjamin Glaze sings Nick Jonas' "Levels" for his American Idol audition in front of Luke Bryan, Lionel Richie and Katy Perry. See more of American Idol on our official site: http://www.americanidol.com Like American Idol on Facebook: https://www.facebook.com/AmericanIdol Follow American Idol on Twitter: https://twitter.com/americanidol Follow American Idol on Instagram: https://www.instagram.com/americanidol/ Like ABC on Facebook: https://www.facebook.com/ABCNetwork/ Follow ABC on Twitter: ‪https://twitter.com/abcnetwork Follow ABC on Instagram: ‪https://www.instagram.com/abcnetwork/ AMERICAN IDOL, the iconic series that revolutionized the television landscape by pioneering the music competition genre, will return to airwaves on SUNDAY, MARCH 11 at 8|7c, at its new home on ABC. The nationwide search for the next superstar kicked off in August 2017, as the Idol Bus traveled from Portland, Oregon, to Orlando, Florida, in its pursuit for talent, covering 23 cities across the country. Auditioning was made easier than ever as hopefuls also had the opportunity to submit audition videos online, as well as via select social media platforms using an official tag, #TheNextIdol, cultivating over 300,000 posts. Also, for the first time in “American Idol” history, hopefuls had the opportunity to audition through a livestream platform. Helping to determine who America will ultimately vote for to become the next singing sensation, are music industry forces and superstar judges, Luke Bryan, Katy Perry and Lionel Richie. Emmy® Award-winning host and producer Ryan Seacrest will return as host of the beloved series.
Views: 11097721 American Idol
Ariana Grande Carpool Karaoke
 
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James and Ariana Grande give each other a lift across Los Angeles, singing songs off her new album "Sweetener," channeling some Celine Dion and settling the score on whether Ariana is physically carried wherever she goes (she isn't). More Late Late Show: Subscribe: http://bit.ly/CordenYouTube Watch Full Episodes: http://bit.ly/1ENyPw4 Facebook: http://on.fb.me/19PIHLC Twitter: http://bit.ly/1Iv0q6k Instagram: http://bit.ly/latelategram Watch The Late Late Show with James Corden weeknights at 12:35 AM ET/11:35 PM CT. Only on CBS. Get new episodes of shows you love across devices the next day, stream live TV, and watch full seasons of CBS fan favorites anytime, anywhere with CBS All Access. Try it free! http://bit.ly/1OQA29B --- Each week night, THE LATE LATE SHOW with JAMES CORDEN throws the ultimate late night after party with a mix of celebrity guests, edgy musical acts, games and sketches. Corden differentiates his show by offering viewers a peek behind-the-scenes into the green room, bringing all of his guests out at once and lending his musical and acting talents to various sketches. Additionally, bandleader Reggie Watts and the house band provide original, improvised music throughout the show. Since Corden took the reigns as host in March 2015, he has quickly become known for generating buzzworthy viral videos, such as Carpool Karaoke."
How To Check If Your Diamond Is A Fake
 
03:55
We show you how to tell if a diamond is fake. For more useful videos like this head over to: http://www.videojug.com Subscribe! http://www.youtube.com/subscription_center?add_user=videojugbeauty Check Out Our Channel Page: http://www.youtube.com/user/videojugbeauty Like Us On Facebook! https://www.facebook.com/videojug Follow Us On Twitter! http://www.twitter.com/videojugBeauty
Views: 3721786 Pose
Luis Fonsi, Demi Lovato - Échame La Culpa (Video Oficial)
 
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“Échame La Culpa” disponible ya en todas las plataformas digitales: https://umle.lnk.to/ELCFp ”Échame La Culpa” available now on all digital platforms: https://umle.lnk.to/ELCFp Music video by Luis Fonsi, Demi Lovato performing Échame La Culpa. (C) 2017 UMG Recordings, Inc. http://vevo.ly/FgY9ro #LuisFonsi # ÉchameLaCulpa #Vevo #PopLatino #VideoOficial #DemiLovato
Views: 1665173945 LuisFonsiVEVO
Jimmy Fallon Pays Tribute to His Mother Gloria
 
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Jimmy celebrates the life and love of his mom, Gloria Fallon, and thanks everyone for their support. Subscribe NOW to The Tonight Show Starring Jimmy Fallon: http://bit.ly/1nwT1aN Watch The Tonight Show Starring Jimmy Fallon Weeknights 11:35/10:35c Get more Jimmy Fallon: Follow Jimmy: http://Twitter.com/JimmyFallon Like Jimmy: https://Facebook.com/JimmyFallon Get more The Tonight Show Starring Jimmy Fallon: Follow The Tonight Show: http://Twitter.com/FallonTonight Like The Tonight Show: https://Facebook.com/FallonTonight The Tonight Show Tumblr: http://fallontonight.tumblr.com/ Get more NBC: NBC YouTube: http://bit.ly/1dM1qBH Like NBC: http://Facebook.com/NBC Follow NBC: http://Twitter.com/NBC NBC Tumblr: http://nbctv.tumblr.com/ NBC Google+: https://plus.google.com/+NBC/posts The Tonight Show Starring Jimmy Fallon features hilarious highlights from the show including: comedy sketches, music parodies, celebrity interviews, ridiculous games, and, of course, Jimmy's Thank You Notes and hashtags! You'll also find behind the scenes videos and other great web exclusives. Jimmy Fallon Pays Tribute to His Mother, Gloria http://www.youtube.com/fallontonight
Rethinking classical approaches to analysis and predictive modeling
 
01:18:20
Synopsis: The speaker will address the need to rethink classical approaches to analysis and predictive modeling. He will examine "iterative analytics" and extremely fine grained segmentation down to a single customer -- ultimately building one model per customer or millions of predictive models delivering on the promise of "segment of one" . The speaker will also address the speed at which all this has to work to maintain a competitive advantage for innovative businesses. Speaker: Afshin Goodarzi, Chief Analyst 1010data A veteran of analytics, Goodarzi has led several teams in designing, building and delivering predictive analytics and business analytical products to a diverse set of industries. Prior to joining 1010data, Goodarzi was the Managing Director of Mortgage at Equifax, responsible for the creation of new data products and supporting analytics to the financial industry. Previously, he led the development of various classes of predictive models aimed at the mortgage industry during his tenure at Loan Performance (Core Logic). Earlier on he had worked at BlackRock, the research center for NYNEX (present day Verizon) and Norkom Technologies. Goodarzi's publications span the fields of data mining, data visualization, optimization and artificial intelligence. Sponsor: 1010Data [ http://1010data.com ] Microsoft NERD [ http://microsoftnewengland.com ] Cognizeus [ http://cognizeus.com ]
Views: 877 AnalyticsWeek
OnePlus 6 Unboxing - Is This The One?
 
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Unboxing The OnePlus 6. The OnePlus 6 is the latest flagship device from OnePlus. The OnePlus 6 will ship in three color options, Mirror Black, Midnight Black and Silk White. My comprehensive OnePlus 6 video is in the works. Stay tuned! _________________________________________ WATCH SOME MORE VIDEOS... The ULTIMATE $30,000 Gaming PC Setup https://youtu.be/r-3iathMo7o?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 Get The OnePlus 6 EARLY! https://youtu.be/yCxwmH3psxg?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 Should You Buy The Samsung Galaxy S9? https://youtu.be/SIR67et5tcs?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The True All-Screen Smartphone is Here... https://youtu.be/sYvH7Y16iUM?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The TRUTH About Smartphones in 2018 https://youtu.be/1kllbOrLfoo?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 World's Biggest Fortnite Gaming Setup! https://youtu.be/8x7UtZKwfHA?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Weirdest Phones In The World... https://youtu.be/o6T9mUq9Vgo?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Coolest Smartphone You'll Never Touch... https://youtu.be/5M3mKgLTn3Q?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 I'm Switching To The Samsung Galaxy S9 https://youtu.be/8g-VjqONplA?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Most Expensive iPhone I've Ever Seen... https://youtu.be/JUi3psxB3QA?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Limited Smartphone You Never Knew Existed... https://youtu.be/SMLgNZYW3XE?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Almost All-Screen Smartphone... https://youtu.be/jAq9RV3k9Qc?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 TOP SECRET SMARTPHONE DELIVERY https://youtu.be/BNnFgT_CAEE?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The iPhone X Home Button... Is This Real Life? https://youtu.be/Vz_EE5Ta9ZA?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 Fortnite on an INSANE $20,000 Gaming PC https://youtu.be/Pvakr7s7qc0?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The $200 Smartphone You NEED To Know About... https://youtu.be/uxLOfjaWRvw?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 This New Smartphone Is NOT What It Looks Like... https://youtu.be/r8vFZ0HAaz0?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 Is The Samsung Galaxy S9 Worth The Hype? https://youtu.be/g30Rhk82rmg?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 3 Unique Gadgets You Wouldn't Expect To Exist https://youtu.be/z5ydE6qQqZU?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Worst Gadget EVER On Unbox Therapy... https://youtu.be/ZOFoPTAqZlQ?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Worst Text You Could Ever Receive... https://youtu.be/HUE9mCN7sek?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Essential Phone Is Back! https://youtu.be/ZxOmJfCEgoc?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 What If You Could Get AirPods For Only $40? https://youtu.be/6N5V_7_n1uI?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 I Bought The Cheapest Smartphone on Amazon... https://youtu.be/YkGAg9WmYBs?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 3 Unique Gadgets You Can Buy Right Now https://youtu.be/Yzsf9SECcEo?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 DON'T Buy The Google Pixel Buds https://youtu.be/lGkrhR2mfl8?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 How To Turn Any Android Phone Into An iPhone... https://youtu.be/14pYNywLqDs?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 Is The LG V30 The Most Underrated Smartphone? https://youtu.be/YsWIHhKmmvY?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Best Wireless Headphones You Can Buy Right Now https://youtu.be/SXyObZahu-o?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 Unboxing The Samsung Galaxy S9 Clone https://youtu.be/1xgbmrsgrq4?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 It Has Double The Battery of iPhone X https://youtu.be/8Np9Kk82-zA?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Mind Blowing 33 Million Pixel Display... https://youtu.be/OKAU1Xx59ho?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 5 Cool Gadgets Under $10 https://youtu.be/hNrSNrEVpkQ?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 Which Smartphone Do They ACTUALLY Use? --- MKBHD, Austin Evans, Linus + More https://youtu.be/Hi2tjMLVpdQ?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 Unboxing The World's Smallest Phone https://youtu.be/SSzyGCjH88o?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 The Most RIDICULOUS MacBook Pro https://youtu.be/46qTg3swoEo?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 A Message from Apple... https://youtu.be/UiaqBdzCcBA?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 4 Unique iPhone Accessories https://youtu.be/uZgnXJz_9DM?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 DON'T Buy The iPhone X https://youtu.be/2fGXDFiFBhg?list=PL7u4lWXQ3wfI_7PgX0C-VTiwLeu0S4v34 FOLLOW ME IN THESE PLACES FOR UPDATES Twitter - http://twitter.com/unboxtherapy Facebook - http://facebook.com/lewis.hilsenteger Instagram - http://instagram.com/unboxtherapy Google Plus - http://bit.ly/1auEeak
Views: 7204116 Unbox Therapy
KIDDO KAT - In The Air (Official Video)
 
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The Single "In The Air" available here: ► iTunes: https://apple.co/2lERRlK ►Spotify: https://spoti.fi/2tBif4i KIDDO KAT ON TOUR 2018 08.10.2018 LEIPZIG // Neues Schauspiel 09.10.2018 OSNABRÜCK // Rosenhof Foyer 11.10.2018 KÖLN // Yuca 13.10.2018 FRANKFURT // Mousonturm 14.10.2018 MÜNCHEN // Ampere 15.10.2018 HANNOVER // Lux 16.10.2018 BERLIN // Privatclub ►Tickets: https://bit.ly/2IyuSln Find KIDDO KAT here: ► Website: http://www.kiddo-kat.com ► Facebook: https://www.facebook.com/kiddokatmusic ► Instagram: https://www.instagram.com/kiddokatmusic ► Spotify: http://spoti.fi/22T5SJ9 ___________________________________________ Music: Production by Patrik Majer & Sebastian Kreis Mix by Patrik Majer ► https://www.facebook.com/freudenhausstudio/ Mastering: Robin Schmidt (24/96 Mastering) ► https://www.24-96.com/de/ ____________________________________________ Video: Direction & Camera: Niculai Constantinescu ► http://niculai-constantinescu.com/ Cut & Grading: Niculai Constantinescu ► http://niculai-constantinescu.com/ Camera Assistance: Philipp Weihe Concept&Planning: KIDDO KAT & Niculai Constantinescu Choreography: Jeremias René Buckbesch & Cansin Günay ►https://www.instagram.com/jeremias_buckbesch_hh/ ►https://www.instagram.com/cansssin/ Make Up & Hair: Richard Paint & Polina Vita ►https://www.instagram.com/richardpaint/?hl=de ►https://www.instagram.com/polina.vita/?hl=de Styling: KIDDO KAT Cast: HolyGrail Formation Crew ►https://www.instagram.com/holygrail_thg/ Ambulance Men: Cansin Marie Diner Girls: Samira Olivia Djamila Office Staff: Alexandra Luis Henrieke Vivien Tabea Construction Workers: Jeremias René Fabian Saskia B-Boy: Delisa Schmidt ►https://www.instagram.com/dliza.rng/ Extra: Sam Anja Tatjana Lucy Kolja Melody Sarah Locations: American Diner: Sam’s Kitchen ► https://www.instagram.com/samskitchen1/?hl=de Büro: Alsterspree Supported by Initiative Musik gGmbH with project funds from the Federal Government Commissioner for Culture and Media.
Views: 104265 KIDDO KAT
Andreas Dewes - Fairness and transparency in machine learning: Tools and techniques
 
42:24
Description This talk will try to answer a simple question: When building machine learning systems, how can we make sure that they treat people fairly and can be held accountable? While seemingly trivial, this question is not easy to answer, especially when using complex methods like deep learning. I will discuss tools and techniques that we can use to make sure our algorithms behave as they should. Abstract When working with personal data, we need to make sure that our algorithms treat people fairly, are transparent and can be held accountable for their decisions. When using complex techniques like deep learning on very large datasets, it is not easy to prove that our algorithms behave they way we intend them to and e.g. do not discriminate against certain groups of people. In my talk, I will discuss why ensuring transparency and fairness in machine learning is not easy, and how we can use Python tools to investigate our machine learning systems and makre sure they behave they way they should. -Introduction: Why you should care about this (EU Data Protection Directive) -What kind of problems can occur in machine learning systems (bias in the input data, leakage of sensitive information into the training data, hidden usage of protected attributes by the algorithm)? -How can we measure and correct for bias in our systems (certifying and removing disparate impact)? -How can we understand the decisions that our algorithms make (perturbation analysis, simplified modeling, blackbox testing)? -How can we design our machine learning systems to make sure they're compliant and accountable (anonymization of data, monitoring of outcomes, auditing of algorithms)? -Outlook: The future of transparency and accountability in machine learning www.pydata.org PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R. PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases.
Views: 296 PyData
OCRP Live! #14 (GTA V Roleplay) "Bikers"
 
02:45:24
OCRP Applications! (Currently Closed) https://ocrp-application.bubbleapps.io/ Marshall's Twitch: https://www.twitch.tv/marshallsantini Want to donate to my channel? Click the $ symbol below the chat (or on mobile to the right of the text box) to directly support the channel or you can now Sponsor my live streams by clicking the sponsor button at the top of the chat! PC Specs: - 1070 NVIDIA GPU - 1 TB HD / 256 SSD - I7 Core Processor 7700 Series Gamertag: Fairlife Milk
Views: 704 Some Fairlife Milk

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