Description:
Neural networks are the models responsible for the deep learning revolution since 2006, but their foundations go as far as to 1960s. In this lecture DeepMind Research Scientist Wojciech Czarnecki will go through basics of how these models operate, learn and solve problems. He also introduces various terminology/naming conventions to prepare attendees for further, more advanced talks. Finally, he briefly touches upon more research oriented directions of neural network design and development. Download the slides here: https://storage.googleapis.com/deepmind-media/UCLxDeepMind_2020/L2%20-%20UCLxDeepMind%20DL2020.pdf Find out more about how DeepMind increases access to science here: https://deepmind.google/about/ Speak Bio: Wojciech Czarnecki is a Research Scientist at DeepMind. He obtained his PhD from the Jagiellonian University in Cracow, during which he worked on the intersection of machine learning, information theory and cheminformatics. Since joining DeepMind in 2016, Wojciech has been mainly working on deep reinforcement learning, with a focus on multi-agent systems, such as recent Capture the Flag project or AlphaStar, the first AI to reach the highest league of human players in a widespread professional esport without simplification of the game. About the lecture series: The Deep Learning Lecture Series is a collaboration between DeepMind and the UCL Centre for Artificial Intelligence. Over the past decade, Deep Learning has evolved as the leading artificial intelligence paradigm providing us with the ability to learn complex functions from raw data at unprecedented accuracy and scale. Deep Learning has been applied to problems in object recognition, speech recognition, speech synthesis, forecasting, scientific computing, control and many more. The resulting applications are touching all of our lives in areas such as healthcare and medical research, human-computer interaction, communication, transport, conservation, manufacturing and many other fields of human endeavour. In recognition of this huge impact, the 2019 Turing Award, the highest honour in computing, was awarded to pioneers of Deep Learning. In this lecture series, leading research scientists from leading AI research lab, DeepMind, deliver 12 lectures on an exciting selection of topics in Deep Learning, ranging from the fundamentals of training neural networks via advanced ideas around memory, attention, and generative modelling to the important topic of responsible innovation.
Preparing download options
http://unidownloader.com/ website is the best way to download a video or a separate audio track if you want to do without installing programs and extensions.
The UDL Helper extension is a convenient button that is seamlessly integrated into YouTube, Instagram and OK.ru sites for fast content download.
UDL Client program (for Windows) is the most powerful solution that supports more than 900 websites, social networks and video hosting sites, as well as any video quality that is available in the source.
UDL Lite is a really convenient way to access a website from your mobile device. With its help, you can easily download videos directly to your smartphone.
The best quality formats are FullHD (1080p), 2K (1440p), 4K (2160p) and 8K (4320p). The higher the resolution of your screen, the higher the video quality should be. However, there are other factors to consider: download speed, amount of free space, and device performance during playback.
The browser/computer should not freeze completely! If this happens, please report it with a link to the video. Sometimes videos cannot be downloaded directly in a suitable format, so we have added the ability to convert the file to the desired format. In some cases, this process may actively use computer resources.
You can download a video to your smartphone using the website or the PWA application UDL Lite. It is also possible to send a download link via QR code using the UDL Helper extension.
The most convenient way is to use the UDL Client program, which supports converting video to MP3 format. In some cases, MP3 can also be downloaded through the UDL Helper extension.
This feature is available in the UDL Helper extension. Make sure that "Show the video snapshot button" is checked in the settings. A camera icon should appear in the lower right corner of the player to the left of the "Settings" icon. When you click on it, the current frame from the video will be saved to your computer in JPEG format.
It costs nothing. Our services are absolutely free for all users. There are no PRO subscriptions, no restrictions on the number or maximum length of downloaded videos.