Yann LeCun
Director of AI Research at Facebook, Professor of Computer Science, New York University

November 18, 2016

Abstract
The rapid progress of AI in the last few years are largely the result of advances in deep learning and neural nets, combined with the availability of large datasets and fast GPUs. We now have systems that can recognize images with an accuracy that rivals that of humans. This will lead to revolutions in several domains such as autonomous transportation and medical image understanding. But all of these systems currently use supervised learning in which the machine is trained with inputs labeled by humans. The challenge of the next several years is to let machines learn from raw, unlabeled data, such as video or text. This is known as unsupervised learning. AI systems today do not possess "common sense", which humans and animals acquire by observing the world, acting in it, and understanding the physical constraints of it. Some of us see unsupervised learning as the key towards machines with common sense. Approaches to unsupervised learning will be reviewed. This presentation assumes some familiarity with the basic concepts of deep learning.


Speaker Biography
Yann LeCun is Director of AI Research at Facebook, and Silver Professor of Data Science, Computer Science, Neural Science, and Electrical Engineering at New York University, affiliated with the NYU Center for Data Science, the Courant Institute of Mathematical Science, the Center for Neural Science, and the Electrical and Computer Engineering Department. He received the Electrical Engineer Diploma from Ecole Superieure d'Ingenieurs en Electrotechnique et Electronique (ESIEE), Paris in 1983, and a PhD in Computer Science from Universite Pierre et Marie Curie (Paris) in 1987. After a postdoc at the University of Toronto, he joined AT&T Bell Laboratories in Holmdel, NJ in 1988. He became head of the Image Processing Research Department at AT&T Labs-Research in 1996, and joined NYU as a professor in 2003, after a brief period as a Fellow of the NEC Research Institute in Princeton. From 2012 to 2014 he directed NYU's initiative in data science and became the founding director of the NYU Center for Data Science. He was named Director of AI Research at Facebook in late 2013 and retains a part-time position on the NYU faculty. His current interests include AI, machine learning, computer perception, mobile robotics, and computational neuroscience. He has published over 180 technical papers and book chapters on these topics as well as on neural networks, handwriting recognition, image processing and compression, and on dedicated circuits and architectures for computer perception. The character recognition technology he developed at Bell Labs is used by several banks around the world to read checks and was reading between 10 and 20% of all the checks in the US in the early 2000s. His image compression technology, called DjVu, is used by hundreds of web sites and publishers and millions of users to access scanned documents on the Web. Since the late 80's he has been working on deep learning methods, particularly the convolutional network model, which is the basis of many products and services deployed by companies such as Facebook, Google, Microsoft, Baidu, IBM, NEC, AT&T and others for image and video understanding, document recognition, human-computer interaction, and speech recognition. LeCun has been on the editorial board of IJCV, IEEE PAMI, and IEEE Trans. Neural Networks, was program chair of CVPR'06, and is chair of ICLR 2013 and 2014. He is on the science advisory board of Institute for Pure and Applied Mathematics, and has advised many large and small companies about machine learning technology, including several startups he co-founded. He is the lead faculty at NYU for the Moore-Sloan Data Science Environment, a $36M initiative in collaboration with UC Berkeley and University of Washington to develop data-driven methods in the sciences. He is the recipient of the 2014 IEEE Neural Network Pioneer Award.

This new, drag-and-drop workflow capability in Azure Machine Learning service simplifies the process of building, testing, and deploying machine learning models for customers who prefer a visual experience to a coding experience. This new capability brings the familiarity of what we already provide in our popular Azure Machine Learning Studio with significant improvements to ease the user experience.

Get started:
Try our Quickstart: https://docs.microsoft.com/en-....us/azure/machine-lea
Or try a tutorial: https://docs.microsoft.com/en-....us/azure/machine-lea

SPEAK TO INSPIRE ’19 - Closing Soon: https://londonreal.link/stilpyt
FREE 3-Part Public Speaking Series: https://londonreal.link/stiplc1yt
FREE ACADEMY STARTER SERIES: https://londonreal.link/academy/
Book a Free 1:1 Coaching Call: https://londonreal.link/call
NEW MASTERCLASS EACH WEEK: http://londonreal.tv/masterclass-yt

Watch the full episode here: https://londonreal.tv/e/robert....-oberst-strong-and-p

Robert Oberst is the professional strongman known as “The American Monster”.

He has competed in Strongman all around the world since 2012, including America’s Strongest Man, the Arnold Classic and five times in the World’s Strongest Man, twice placing as a finalist.

Today Robert stars on the History Channel television show The Strongest Man In History, alongside Brian Shaw, Nick Best and Eddie Hall, while travelling the world promoting strongman with his catchphrase “Strong and Pretty”.


ROBERT OBERST:

Instagram: https://www.instagram.com/robertoberst/

Robert’s Clothing: https://www.bunkerbranding.com/pages/robert-oberst


LATEST EPISODE: https://londonreal.link/latest

FREE FULL EPISODES: https://londonreal.tv/episodes
SUBSCRIBE ON YOUTUBE: http://bit.ly/SubscribeToLondonReal

London Real Academy:
BUSINESS ACCELERATOR: https://londonreal.tv/biz
LIFE ACCELERATOR: https://londonreal.tv/life
BROADCAST YOURSELF: https://londonreal.tv/by
SPEAK TO INSPIRE: https://londonreal.tv/inspire

TRIBE: Join a community of high-achievers on a mission to transform themselves and the world! https://londonreal.tv/tribe

#LondonReal #Motivation #TransformYourself

Neuroscientist Richard Davidson presents his research on how social and emotional learning can affect the brain. Read more about the topic, including how to use social and emotional learning to stop bullying, on our Edutopia website: http://www.edutopia.org/social-emotional-learning

In this deep learning with Python and Pytorch tutorial, we'll be actually training this neural network by learning how to iterate over our data, pass to the model, calculate loss from the result, and then do backpropagation to slowly fit our model to the data.

Text-based tutorials and sample code: https://pythonprogramming.net/....training-deep-learni

Linode Cloud GPUs $20 credit: https://linode.com/sentdex

Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
Discord: https://discord.gg/sentdex
Support the content: https://pythonprogramming.net/support-donate/
Twitter: https://twitter.com/sentdex
Instagram: https://instagram.com/sentdex
Facebook: https://www.facebook.com/pythonprogramming.net/
Twitch: https://www.twitch.tv/sentdex

#pytorch #deeplearning #machinelearning

Graduate Summer School: Deep Learning, Feature Learning
"Deep Learning, Self-Taught Learning and Unsupervised Feature Learning (Part 1 Slides1-68; Part 2 Slides 69-109)"
https://www.ipam.ucla.edu/publ....ications/gss2012/gss

Lee Saxby explains the importance of correct body posture and foot strike when running, and teaches how to become a more efficient runner

An introduction to the basic Linux file system and how to get around in it. If you'd like to know more about how I can help you get started with Linux then please check out http://www.ezeelinux.com

Our robot system, Dactyl, has learned to manipulate objects with unprecedented dexterity. Learn more: https://blog.openai.com/learning-dexterity/


Music: "Handsome Devil" by Gyom

Learning with Peppa Pig is a place for learning, fun and games!
☆ Subscribe for more Learn With Peppa Pig videos: http://bit.ly/LearnWithPeppaPig

Welcome to Learn with Peppa Pig Channel!
---------------------------------------------------------------------------------------------------
World of Peppa Pig

Are you ready to explore and learn with Peppa?

The World of Peppa Pig is an ALL NEW app with lots of interactive games and activities – snorts and giggles guaranteed! Join Peppa’s world play a variety of fun and educational games (puzzles, dressup…and learnign colours, numbers and shapes…) videos, books and sing-alongs with everyone’s favourite Peppa Pig!

☆ Watch more Peppa Pig Cartoons for Children - https://bit.ly/2w8pg0j
#Peppapigsurprise#surpriseeggs#learnenglish

In this video, I would like to put up my compiled list of Top programming language. This video is divided in 4 sections.
1. An Amazon interview experience
2. Reasons and factors for this list
3. Actual list of languages with learning paths and projects
4. A quick talk over Data Structure and Algorithms

If you are just interested in list:
5. PHP
4. SWIFT
3. Java
2. JavaScript
1. Python

but this video is not just about list, experience and learning path is also included.

For php, first start with Front end web development:
https://courses.learncodeonlin....e.in/learn/complete-

For Swift start here:
https://courses.learncodeonlin....e.in/learn/Complete-

For Java, start with Java Bootcamp
https://courses.learncodeonlin....e.in/learn/Complete-

and then Android P with 26+ apps:
https://courses.learncodeonlin....e.in/learn/Android-P

For Javascript, here is a free course:
https://courses.learncodeonlin....e.in/learn/Javascrip

Python can lead you with Django, web development here:
https://courses.learncodeonlin....e.in/learn/BackEnd-w

or Machine Learning guide here:
https://courses.learncodeonlin....e.in/learn/Machine-L

These are some online resource, that I have created over years. Here is the mentioned book in video:
https://amzn.to/2A1B0Ak

Link to my programming Video Library:
https://courses.LearnCodeOnline.in

Pick best UI color for your projects:
https://UIColorPicker.com

Desktop: https://amzn.to/2GZ0C46
Laptop that I use: https://amzn.to/2Goui9Q
Wallpaper: https://imgur.com/a/FYHfk

Facebook: https://www.facebook.com/HiteshChoudharyPage
homepage: http://www.hiteshChoudhary.com
Download LearnCodeOnline.in app from Google play store and Apple App store


Disclaimer:
It doesn't feel good to have a disclaimer in every video but this is how the world is right now.
All videos are for educational purpose and use them wisely. Any video may have a slight mistake, please take decisions based on your research. This video is not forcing anything on you.

All Amazon links are affiliate links (If any).

The new Science Teaching and Student Services building at the University of Minnesota will have 10 Active Learning Classrooms. Active Learning Classrooms allow for students to experience a more interactive and conversational educational environment. With round tables for discussion and high-tech accessories for interactivity, these classrooms will service more than 125 class sections this fall.

TEDxEnola: February 1st, 2012
Dr. Martha S. Burns - "The New Brain Science of Learning"
Enola, Pennsylvania

In the spirit of ideas worth spreading, TEDx is a program of local, self-organized events that bring people together to share a TED-like experience. At a TEDx event, TEDTalks video and live speakers combine to spark deep discussion and connection in a small group. These local, self-organized events are branded TEDx, where x = independently organized TED event. The TED Conference provides general guidance for the TEDx program, but individual TEDx events are self-organized.* (*Subject to certain rules and regulations)

Sacramento Kings guard Buddy Hield talks about learning from new coach Luke Walton, his third coach in the NBA, and the upcoming international flight to India.

Subscribe at: https://goo.gl/vai8Eu
Find ABC10 online: https://www.abc10.com/
Sign up for our newsletter: https://www.abc10.com/email
Stream ABC10 on Roku: https://channelstore.roku.com/details/63398/abc10
Stream ABC10 on Amazon Fire: https://www.amazon.com/Gannett....-Broadcasting-ABC-10
Stream ABC10 on AppleTV: https://itunes.apple.com/us/ap....p/abc10-news-weather
Like ABC10 on Facebook: https://www.facebook.com/ABC10tv/
Like ABC10 on Instagram: https://www.instagram.com/abc10tv
Follow ABC10 on Twitter: https://twitter.com/ABC10

Hello Bayesian Ninjas! A general introduction of machine learning algorithms! happy hunting! The white noise tutorial part was made entirely in MATLAB!

Learn how Googlers worked to build a garden of Machine Learning powered flowers, each uniquely designed to showcase the power of machine learning, Android Things on-device processing, and robotics capabilities. You’ll quickly learn about the two types of flowers (Continuum and Emotion), how each was built, and how you can build a similar flower at home!


Build your own Expression Flower → http://bit.ly/2QRtLBS
Explore other Android Things projects → http://bit.ly/2PHSLM0
Learn more about Android Things → http://bit.ly/2Acrk7p


Click here to watch other related videos → http://bit.ly/Android-Things
Subscribe to the channel for updates and releases → http://bit.ly/AndroidDevs1


#AndroidThings #AndroidWear #AndroidTV #AndroidAuto #ChromeOS

My 85 year old Italian grandmother learns to use Google home

http://www.DistanceLearningPortal.com helps students to find and compare any open, online and distance learning study, while helping universities to effectively promote their study programmes worldwide.

Imagine you could study at the best institutes in the world -- without leaving your country. Would you be interested?

The idea of distance learning is not new, but the offer is increasing rapidly: There are traditional universities, open universities, and online institutes.
So what makes distance education different? Well apart from a much higher degree of freedom it is very much like traditional education.

It covers all degree levels and subjects, often delivered online. You will be taught by a lecturer, receive guidance by tutors, discuss with your classmates, and take exams. All however without the constraints of physical presence and strict schedules.
With distance learning you can study at your own speed, from anywhere and at any time. So why not start today?
Check http://www.distancelearningportal.com and find your dream education today.

200 Common Errors in English Course: https://www.espressoenglish.ne....t/200-common-errors-
Free E-Book: 500 Real English Phrases: https://www.espressoenglish.net/500phrases
50% Discount on the Complete Program (600 lessons): https://www.espressoenglish.ne....t/get-a-50-discount-

Today I'll teach you about some common English-learning mistakes that I’ve observed among the hundreds of students whom I’ve worked with.

This lesson is going to be a little different because it’s not about fixing specific words or phrases; instead, it’s about correcting typical problems that language learners tend to have in the way they approach studying.

In some ways, these are the most important errors, because these habits or thoughts or attitudes are at the foundation of everything you do when you’re working on learning English. So I’d encourage you to reflect and ask yourself if you’ve been making any of these common English-learning mistakes.

This lesson covered some of the mistakes / problems you should avoid in English learning... do you also want to know what you SHOULD do?

You can watch my free class on Secrets of Successful English Learners! - https://www.espressoenglish.ne....t/secrets-of-success

That was a workshop I presented several years ago, but the ideas are still 100% true and relevant, and I'd encourage you to apply those GOOD learning habits to your life.

http://vk.com/energyofacrostreet
Обучающий ролик посвященный сложному для понимания элемента с турника-Заднее сальто,при этом раскачиваться назад. Прошу прощения за дикцию,можно сказать первый опыт.Очень старался объяснить доступным языком.Буду рад выслушать замечания по поводу самого процесса обучения.Извиняюсь перед иностранцами,я думаю им тяжело будет понять...
Sorry my friends,who don`t understand russian language,peace!

We've developed a new framework for reinforcement learning, a subset of machine learning. This video shows the framework applied to an autonomous RC car that learns to drift around a truck.

From helping farmers in Japan sort cucumbers to helping doctors in India diagnose eye disease, machine learning is changing the way people -- inside and outside of Google -- use code to solve problems and improve lives.


Google engineers and researchers (in order of appearance): Maya Gupta, Jeff Dean, Jay Yagnik, Francoise Beaufays, John Giannandrea, Fernando Pereira, Dana Movshovitz-Attias, Rajat Monga, Lily Peng


More on Machine Learning at Google :
Blog: http://research.google.com/pub....s/ArtificialIntellig
G+ page: https://plus.google.com/+ResearchatGoogle
Twitter: https://twitter.com/googleresearch
Machine Learning and Deep Neural Nets Explained: https://www.youtube.com/watch?v=bHvf7Tagt18

In this video Scott Hanselman delivers one of the best and personal demos, he'll show you how a combined solution using technologies such as IoT devices, cloud platforms, Machine Learning and Office API's can come together to solve even the most complex problems.
The HealthClinic.biz demo used in the video can be found in the repo at https://github.com/Microsoft/HealthClinic.biz/. The samples in the repo are used to present an end-to-end demo scenario based on a fictitious B2B and multitenant system, named "HealthClinic.biz" that provides different websites, mobile apps, wearable apps, and services running on the latest Microsoft and open technologies.