This spring, a hands-on course housed at MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL) took students on a trip to “Duckietown.” The class’ goal was to create a fleet of 50 duckie-adorned robo-taxis that can navigate roads with just a single on-board camera and no pre-programmed maps.
Category: Artificial Intelligence
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Practical Machine Learning Tutorial with Python Intro p.1
The objective of this course is to give you a holistic understanding of machine learning, covering theory, application, and inner workings of supervised, unsupervised, and deep learning algorithms.
In this series, we’ll be covering linear regression, K Nearest Neighbors, Support Vector Machines (SVM), flat clustering, hierarchical clustering, and neural networks.
For each major algorithm that we cover, we will discuss the high level intuitions of the algorithms and how they are logically meant to work. Next, we’ll apply the algorithms in code using real world data sets along with a module, such as with Scikit-Learn. Finally, we’ll be diving into the inner workings of each of the algorithms by recreating them in code, from scratch, ourselves, including all of the math involved. This should give you a complete understanding of exactly how the algorithms work, how they can be tweaked, what advantages are, and what their disadvantages are.
In order to follow along with the series, I suggest you have at the very least a basic understanding of Python. If you do not, I suggest you at least follow the Python 3 Basics tutorial until the module installation with pip tutorial. If you have a basic understanding of Python, and the willingness to learn/ask questions, you will be able to follow along here with no issues. Most of the machine learning algorithms are actually quite simple, since they need to be in order to scale to large datasets. Math involved is typically linear algebra, but I will do my best to still explain all of the math. If you are confused/lost/curious about anything, ask in the comments section on YouTube, the community here, or by emailing me. You will also need Scikit-Learn and Pandas installed, along with others that we’ll grab along the way.
Machine learning was defined in 1959 by Arthur Samuel as the “field of study that gives computers the ability to learn without being explicitly programmed.” This means imbuing knowledge to machines without hard-coding it.
https://pythonprogramming.net/machine-learning-tutorial-python-introduction/
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https://plus.google.com/+sentdex -

Blind People can ‘See’ Facebook by Artificial Intelligence
Facebook has introduced a new artificial intelligence system today that can describe photos to visually impaired users.
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Meet Life-Sized Humanoid Robot Mark 1
At age 42, Hong Kong designer Ricky Ma spent a little more than a year and $50,000 working on his childhood dream of building a life-sized humanoid robot.
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Follow CNBC News on Instagram: http://cnb.cx/InstagramCNBCMeet Life-Sized Humanoid Robot Mark 1 | CNBC
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Simple Artificial Intelligence (AI) coding in Scratch
In this episode Grace shows us an example of simple artificial intelligence coing in Scratch. Here she shows us how to create a platformer game that learns how to jump over a movable obstacle.
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$50,000 humanoid robot built from scratch in Hong Kong
Like innumerable children with imaginations fired by animated films, Hong Kong product and graphic designer Ricky Ma grew up watching cartoons featuring the adventures of robots, and dreamed of building his own one day.
Unlike most, however, Ma has realised his childhood dream at the age of 42, by successfully constructing a life-sized robot from scratch on the balcony of his home.
The fruit of his labours of a year-and-a-half, and a budget of more than $50,000, is a female robot prototype he calls the Mark 1, modelled after a Hollywood star whose name he wants to keep under wraps. It responds to a set of programmed verbal commands spoken into a microphone.
What are the top stories today? Click to watch: https://www.youtube.com/playlist?list=PLSyY1udCyYqBeDOz400FlseNGNqReKkFd
euronews: the most watched news channel in Europe
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Hello World – Machine Learning Recipes #1
Six lines of Python is all it takes to write your first machine learning program! In this episode, we’ll briefly introduce what machine learning is and why it’s important. Then, we’ll follow a recipe for supervised learning (a technique to create a classifier from examples) and code it up.
Follow https://twitter.com/random_forests for updates on new episodes!
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And here’s our playlist: https://goo.gl/KewA03 -

Creepy humanoid robot agrees to destroy all humans (Tomorrow Daily 334)
Read the Tomorrow Daily show notes – http://cnet.co/22EfCbR
An incredibly detailed and realistic facial tracking and animation project; also, a robot at SXSW agrees with a human query to wipe out humanity. -

INTRODUCTION TO ARTIFICIAL INTELLIGENCE IN HINDI
Find the notes of ARTIFICIAL INTELLIGENCE on this link – https://viden.io/knowledge/artificial-intelligence-ppt?utm_campaign=creator_campaign&utm_medium=referral&utm_source=youtube&utm_term=ajaze-khan-1
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Mr.Bot (Lego Mindstorms Artificial Intelligence) – Lego Mindstorms Creations
| Lego Mindstorms Artificial Intelligence | a Lego Mindstorms Creation by -Robotilus-
Robotilus 2015 -robotilus.com-
Project Description:
Build a labyrinth. Place the robot inside. Start the program. The robot will choose the best way to get out itself!Links:
http://www.robotilus.tk/mrbot.html
Requirements:
1 EV3 set 31313
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Real-Life Robots
Meet some real-life robots, and find out what robots really are, and what they do for us every day!
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Instagram: http://instagram.com/thescishowSOURCES:
http://www.sciencekids.co.nz/robots.htmlhttp://idahoptv.org/sciencetrek/topics/robots/facts.cfm
https://student.societyforscience.org/article/cool-jobs-wide-world-robots
http://www.robothalloffame.org/inductees/03inductees/unimate.html
http://mars.nasa.gov/msl/mission/rover/
http://www.nasa.gov/mission_pages/station/main/robonaut.html#.VgJFGJc7FwU
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Tyche: The True AI Companion for Kids
TYCHE is an AI robot companion for children. It creates an atmosphere that promotes learning, socializing, and playing as it enhances the imagination and creativity of young minds. The robot talks, listens, thinks and reasons to plan activities and solve problems.
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How artificial intelligence will make technology disappear | Rand Hindi | TEDxÉcolePolytechnique
When is the last time you had dinner with someone without checking Facebook or Instagram on your phone? With smartphones and connected objects invading our everyday lives, it is getting harder and harder to connect with people nowadays. Rand Hindi astounds us by proposing a solution to this problem that might just change our lives.
Join us on our website and on social networks:
http://tedxecolepolytechnique.com/
https://www.facebook.com/tedxecolepolytechnique
https://twitter.com/TEDxEPRand Hindi started programming at ten years old. He founded his first startup when he was fourteen and his web development agency at fifteen. After getting his PhD in Bioinformatics he continued his entrepreneurial activities, attracting attention from Forbes and being named in their “30 people under 30 to watch” list. He aims to profoundly change our lives and relationship with technology through his products and ideas.
This talk was given at a TEDx event using the TED conference format but independently organized by a local community. Learn more at http://ted.com/tedx
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How can kids talk to Tyche AI better?
While you interact with Tyche more and more, especially kids, they develop the power to express themselves better. Tyche learns incrementally to be able to carry out intelligent conversations with humans. Visual and audio receptors are used to perceive the world around Tyche building its own beliefs.
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BRETT the Robot learns to put things together on his own
Full Story: http://newscenter.berkeley.edu/2015/05/21/deep-learning-robot-masters-skills-via-trial-and-error/
UC Berkeley researchers have developed algorithms that enable robots to learn motor tasks through trial and error using a process that more closely approximates the way humans learn, marking a major milestone in the field of artificial intelligence. In their experiments, the PR2 robot, nicknamed BRETT for Berkeley Robot for the Elimination of Tedious Tasks, used “deep learning” techniques to complete various tasks without pre-programmed details about its surroundings.
Video footage courtesy of UC Berkeley Robot Learning Lab, edited by Phil Ebiner
http://news.berkeley.edu/2015/05/21/deep-learning-robot-masters-skills-via-trial-and-error/
http://www.berkeley.edu
http://www.facebook.com/UCBerkeley
http://twitter.com/UCBerkeley
http://instagram.com/ucberkeleyofficial
https://plus.google.com/+berkeley -

How It Works: IBM Watson Health
IBM and its partners are building solutions that will allow individual patients and larger health populations to benefit as providers share and apply insights in real-time. In this video, learn how the IBM Watson Health Cloud can help an avid runner with a heart condition continue to live an active life. This scenario describes the future of health and where things are going, not necessarily what you’d get when you walk into a doctor’s office today. For more information on Watson Health, please visit http://ibm.com/watsonhealth.
IBMers — learn more about Security Intelligence on Think Academy (internal site): https://ibm.biz/IBMThinkAcademy
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What happens when our computers get smarter than we are? | Nick Bostrom
Artificial intelligence is getting smarter by leaps and bounds — within this century, research suggests, a computer AI could be as “smart” as a human being. And then, says Nick Bostrom, it will overtake us: “Machine intelligence is the last invention that humanity will ever need to make.” A philosopher and technologist, Bostrom asks us to think hard about the world we’re building right now, driven by thinking machines. Will our smart machines help to preserve humanity and our values — or will they have values of their own?
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/translateFollow TED news on Twitter: http://www.twitter.com/tednews
Like TED on Facebook: https://www.facebook.com/TEDSubscribe to our channel: http://www.youtube.com/user/TEDtalksDirector
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EVA Movie Trailer (Science Fiction – 2015)
A cybernetic engineer creates a very special child robot
★Join us on Facebook ► http://facebook.com/HorrorScifiMovies
★ Sci-Fi Fan ? Don’t miss THIS ➨ http://bit.ly/Sci-Fi-MoviesThe year 2014. Humans live along with machines. Alex, a renowned cybernetic engineer, returns to Santa Irene to carry out a very specific mission for the Robotic Faculty: the creation of a child robot. During his ten-year absence, life has moved on for his brother David and Lana, who got her life back together after his departure. Alex’s routine is altered in an unexpected way by Eva, Lana and David’s amazing daughter. She is a very special, charismatic little girl. She and Alex have a special connection from the moment they meet. They set out on a journey together, which will bring them to a revelatory end.
EVA Movie Trailer
A Movie directed by Kike Maillo
US Release Date : March 13, 2015EVA Movie Trailer
© 2015 – TWC✓ Subscribe now 2 catch the best trailers and the latest HD official movie trailer, film clip, scene and video !
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High-tech toys change the way kids have fun
Technology is taking over toys at New York City’s annual Toy Fair. Next to the Lincoln Logs and Tinkertoys are slot cars powered by artificial intelligence. The fair showcases the changing face of the toy industry and how kids play. Gigi Stone Woods reports from the the fair in New York City with the high-tech hype.
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Introducing Spot Classic (previously Spot)
Spot Classic is a four-legged robot designed for indoor and outdoor operation. It is electrically powered and hydraulically actuated. Spot Classic has a sensor head that helps it navigate and negotiate rough terrain. Spot Classic weighs about 160 lbs.
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“AI: Artificial Intelligence” – Dr Know
The scene with Dr Know from “AI: Artificial Intelligence”. RIP Robin Williams.
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3. Artificial Intelligence, challenges and Achievements (Malayalam) By Ashish Jose
Topic:- Artificial Intelligence (Malayalam) By Ashish Jose
Seminar Organized By :- Freethinkers Facebook Group (https://www.facebook.com/groups/ftkerala4)
Venue :- C Achutha Menon Hall
Date :- 16-02-2014 -

Madurai plumber develops robot to rescue children trapped in borewells
A plumber in Madurai has developed a robot that could save little children trapped in bore wells. Last month the innovation by the 41-year-old plumber turned Instructor, Mr Manikandan at the TVS Community College in the temple town rescued a three-year-old boy who had fallen into a tube well in the Theni district of Tamil Nadu.
Watch more videos: http://www.ndtv.com/video
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British Airways – #lookup in Piccadilly Circus #DiscoverBA
Courtesy of a little digital magic, the young man in this poster really does know when it’s a British Airways plane. And that really is the actual flight number and where it’s flying in from. #DiscoverBA
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Parrot vs Child: The Intelligence Test | Extraordinary Animals | Earth
It’s Griffin versus the nursery school children in another bird brain test for this Extraordinary Animal.
Subscribe to BBC Earth: http://bit.ly/BBCEarthSubBBC Earth YouTube Channel: http://www.youtube.com/BBCEarth
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BBC Earth Twitter http://www.twitter.com/bbcearthVisit http://www.bbcearth.com for all the latest animal news and wildlife videos
This is a channel from BBC Studios who help fund new BBC programmes.
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What is artificial intelligence?
In this 3 Minute Thinking video Dr Sanjay Modgil imagines a future full of new technology and asks fundamental questions about artificial intelligence.
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How The Economic Machine Works by Ray Dalio
Economics 101 — “How the Economic Machine Works.”
Created by Ray Dalio this simple but not simplistic and easy to follow 30 minute, animated video answers the question, “How does the economy really work?” Based on Dalio’s practical template for understanding the economy, which he developed over the course of his career, the video breaks down economic concepts like credit, deficits and interest rates, allowing viewers to learn the basic driving forces behind the economy, how economic policies work and why economic cycles occur.
To learn more about Economic Principles visit: http://www.economicprinciples.org.
[Also Available In Chinese] 经济这台机器是怎样运行的: http://www.youtube.com/watch?v=-ZbeYejg9Pk
[Also Available In Russian] Как действует экономическая машина. Автор: Рэй Далио (на русском языке): http://youtu.be/8BaNOlIfMLE
For more from Ray:
Principles | #1 New York Times Bestseller: https://amzn.to/2JMewHb
Buy his new book, Principles for Success: https://amzn.to/34lgnNJ
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Download his free iOs app: https://principles.app.link/PFS -

12 Year Old Robot-Building Genius
At 12 years old, Rohan Agrawal knows more than most PhD students in robotics about programming robots. This summer he’s interning at Ologic, a research and development firm that has designed robots for the likes of Google, Disney, and Hasbro. He’s been programming since he was 4 years old, and we were curious about how he got started.
We quickly learned that his story was not just one about a child prodigy programmer but more about how to find and cultivate your child’s inner genius. The formula is straightforward but requires patience and careful observation. Expose your children to a wide range of possible interests, see which they gravitate to, and open the doors for them. Children will spend endless hours doing the things they love to do.
For the full story on how you can discover your child’s inner genius, check out our blog post here: http://hackingplay.com/how-to-discover-your-child-inner-genius
The Bay Area provides rich resources and communities that help children develop their passions. A few that have been especially helpful for Rohan include:
– The HomeBrew Robotics club (http://www.hbrobotics.org)
– The Amateur Radio club (http://www.fars.k6ya.org/)
– Hack the Future (http://hackthefuture.org/)
– TechLab Education (http://techlabeducation.com/)
– Hacker Dojo (http://www.hackerdojo.com/)
– Ologic (http://www.ologicinc.com/)At Play-i, we’re developing a fun and accessible way for children to learn computer science at a young age. We’re inspiring creation by cultivating a love for learning. To learn more, sign up at http://play-i.com.
—————————————-————————————–
About the series:
We are sharing stories of how young people doing great things got to where they are. It starts with a spark of curiosity. Every child is different and every story is different, and we’re hoping to show how to help your little ones live up to their full potential.
You can follow us on:
– Twitter: http://twitter.com/playi
– Facebook: http://facebook.com/hackingplay
Or subscribe to email updates: http://play-i.comHave questions or want to get in touch with Rohan? You can email us at contact@play-i.com, and we’ll forward it on!
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What will future jobs look like? | Andrew McAfee
Economist Andrew McAfee suggests that, yes, probably, droids will take our jobs — or at least the kinds of jobs we know now. In this far-seeing talk, he thinks through what future jobs might look like, and how to educate coming generations to hold them.
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/translateFollow TED news on Twitter: http://www.twitter.com/tednews
Like TED on Facebook: https://www.facebook.com/TEDSubscribe to our channel: http://www.youtube.com/user/TEDtalksDirector
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Steven Spielberg’s A.I.-ARTIFICIAL INTELLIGENCE (2001) – The Flesh Fair
As a “celebration of life,” future mankind makes symbolic spectacle of the destruction of artificiality.
Copyright 2002 Dreamworks and Warner Bros. All rights reserved.
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Computer Chronicles: Artificial Intelligence and Expert Systems (1984) Part 1
Thanks for watching, please make sure to subscribe to my channel by clicking on the link below or the Subscribe button for more computer videos.
http://www.youtube.com/subscription_center?add_user=computercloset
http://archive.org/details/computerchronicles
http://www.youtube.com/user/computerclosetAn early look at artificial Intelligence. Guests includes Edward Feigenbaum of Stanford University, Nils Nilsson of the AI Center at SRI International, Tom Kehler of Intellegenetics, Herb Lechner of SRI, and John McCarthy of Stanford. Featured demonstrations include Inferential Knowledge Engineering and the programming language LISP. Originally broadcast in 1984.
Q. What is artificial intelligence?
A. It is the science and engineering of making intelligent machines, especially intelligent computer programs. It is related to the similar task of using computers to understand human intelligence, but AI does not have to confine itself to methods that are biologically observable.
Q. Yes, but what is intelligence?
A. Intelligence is the computational part of the ability to achieve goals in the world. Varying kinds and degrees of intelligence occur in people, many animals and some machines.
Q. Isn’t there a solid definition of intelligence that doesn’t depend on relating it to human intelligence?
A. Not yet. The problem is that we cannot yet characterize in general what kinds of computational procedures we want to call intelligent. We understand some of the mechanisms of intelligence and not others.
Q. Is intelligence a single thing so that one can ask a yes or no question “Is this machine intelligent or not?”?
A. No. Intelligence involves mechanisms, and AI research has discovered how to make computers carry out some of them and not others. If doing a task requires only mechanisms that are well understood today, computer programs can give very impressive performances on these tasks. Such programs should be considered “somewhat intelligent”.
Q. Isn’t AI about simulating human intelligence?
A. Sometimes but not always or even usually. On the one hand, we can learn something about how to make machines solve problems by observing other people or just by observing our own methods. On the other hand, most work in AI involves studying the problems the world presents to intelligence rather than studying people or animals. AI researchers are free to use methods that are not observed in people or that involve much more computing than people can do.
Q. What about IQ? Do computer programs have IQs?
A. No. IQ is based on the rates at which intelligence develops in children. It is the ratio of the age at which a child normally makes a certain score to the child’s age. The scale is extended to adults in a suitable way. IQ correlates well with various measures of success or failure in life, but making computers that can score high on IQ tests would be weakly correlated with their usefulness. For example, the ability of a child to repeat back a long sequence of digits correlates well with other intellectual abilities, perhaps because it measures how much information the child can compute with at once. However, “digit span” is trivial for even extremely limited computers.
Hosted by Stewart Cheifet, Computer Chronicles was the world’s most popular television program on personal technology during the height of the personal computer revolution. It was broadcast for twenty years from 1983 – 2002. The program was seen on more than 300 television stations in the United States and in over 100 countries worldwide, with translations into French, Spanish, Chinese, and Arabic. The series had a weekly television broadcast audience of over two million viewers.
Many of the series programs are distributed on video to corporations and educational institutions for use in computer training. Computer Chronicles program segments have also been bundled with various computer text books by major publishers.
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Self-Driving Car Test: Steve Mahan
We announced our self-driving car project in 2010 to make driving safer, more enjoyable, and more efficient. Having safely completed over 200,000 miles of computer-led driving, we wanted to share one of our favorite moments. Here’s Steve, who joined us for a special drive on a carefully programmed route to experience being behind the wheel in a whole new way. We organized this test as a technical experiment, but we think it’s also a promising look at what autonomous technology may one day deliver if rigorous technology and safety standards can be met.
A version of this video with audio captions is available here:
http://youtu.be/peDy2st2XpQMusic: The Album Leaf – “We Need Help”
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Kara – Heavy Rain’s Dev Trailer
This is the new tech developer Quantic Dream is working with — but it’s not Quantic Dream’s new game. Never the less, this near flawless cinematic will turn many heads, so stay tuned as we will have more to come!
See all of IGN’s coverage at GDC here:
http://www.ign.com/events/gdcSubscribe to IGN’s channel for reviews, news, and all things gaming: http://www.youtube.com/subscription_center?add_user=ignentertainment
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Ancient Egypt: Crash Course World History #4
In which John covers the long, long history of ancient Egypt, including the Old, Middle and New Kingdoms, and even a couple of intermediate periods. Learn about mummies, pharaohs, pyramids and the Nile with John Green.
Crash Course World History is now available on DVD!
http://store.dftba.com/products/crashcourse-world-history-the-complete-series-dvd-setResources:
Mummies!: https://goo.gl/BvAdmj
Pyramids!: http://goo.gl/aCov2j
Follow us!
@thecrashcourse
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Follow us again! http://thecrashcourse.tumblr.com
Support CrashCourse on Patreon: https://www.patreon.com/crashcourse -

A.I. Artificial Intelligence (2001) – 1215.wmv
2 minute sequence where A.I. – Artificial Intelligence (Kubrick/Spielberg) goes past great movie to true masterpiece. [mild spoiler alert] Note: I do not own the rights. Simply posting in true appreciation of Stanley Kubrick’s vision.
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Attenborough: the amazing Lyre Bird sings like a chainsaw! Now in high quality | BBC Earth
The world is an amazing place full of stories, beauty and natural wonder. Jump in to BBC Earth’s YouTube channel and meet your planet.You’ll find 50 years worth of astounding, entertaining, thought-provoking and educational natural history content on here.
Dramatic, rare, and exclusive, nature doesn’t get more exciting than this.
Subscribe to be the first to view new clips and competitions.For more brilliant natural history shows, exclusive to YouTube, head over to our brand-new channel Earth Unplugged! http://www.youtube.com/earthunplugged
David looks at this amazing bird, which mimics the calls of other birds – and chainsaws and camera shutters! Watch more high quality videos on the BBC Earth YouTube channel here: http://www.youtube.com/BBCEarth and visit http://www.BBCEarth.com for all the latest natural history exclusives and fantastic new wildlife videos.
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Artificial Intelligence – “The Stolen Child”
Robin Williams, voicing Dr. Know, recites the famous refrain of William Butler Yeats’s poem “The Stolen Child.” Visit my channel for more films that quote poetry.
Video is property of its rightful owners and is used without profit. No copyright infringment is ever intended.


![A.I. Artificial Intelligence – Official® Trailer [HD]](https://video.kidibot.ro/wp-content/uploads/2020/01/3179/ai-artificial-intelligence-official-trailer-hd-150x150.jpg)
