Deep Reinforcement Learning

author: David Silver, Department of Computer Science, University College London
published: July 28, 2015,   recorded: June 2015,   views: 121577
Categories

Slides

Related Open Educational Resources

Related content

Report a problem or upload files

If you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.
Lecture popularity: You need to login to cast your vote.
  Bibliography

Description

In this tutorial I will discuss how reinforcement learning (RL) can be combined with deep learning (DL). There are several ways to combine DL and RL together, including value-based, policy-based, and model-based approaches with planning. Several of these approaches have well-known divergence issues, and I will present simple methods for addressing these instabilities. The talk will include a case study of recent successes in the Atari 2600 domain, where a single agent can learn to play many different games directly from raw pixel input.

Link this page

Would you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !

Reviews and comments:

Comment1 Alan Flynn, May 24, 2016 at 4:10 p.m.:

Great speed! The interruption every couple of seconds really give me the time to think about the material!


Comment2 Luc, August 14, 2018 at 3:21 a.m.:

And just like in David's lectures, his laptop periodically shuts off because he forgot to plug it in. Brilliant.

Absolutely amazing talk, in any case.


Comment3 ghdsports, April 2, 2019 at 8:58 p.m.:

Use ghd sports app now to watch movies, live tv and live sports for free of cost. Download it from https://ghdsportsapk.ooo/


Comment4 wapojadit atech, May 29, 2019 at 12:36 p.m.:

Nice Article Very Helpful! Thanks for sharing ! Also check https://crudeapk.com/lucky-patcher-8-...
https://crudeapk.com/how-to-download-...
https://crudeapk.com/how-to-download-...


Comment5 seo37, August 10, 2019 at 8:50 a.m.:

Anda bingung mencari Tempat Produksi Pusat Souvenir Payung Surabaya Murah? Kami adalah solusi dari semua masalah anda. Sekarang anda tidak perlu bingung untuk mencari souvenir pernikahan, souvenir ulang tahun anak, souvenir acara keluarga dan souvenir-souvenir lainnya. Mulai dari mug, jam dinding, gantungan kunci, bolpoin, tas spunbond, topi, payung dan lain-lain semua tersedia disini

https://syaifulanam77.soup.io/


Comment6 maryrosie, August 14, 2019 at 5:59 a.m.:

I read your post. It is very informative and helpful to me. I admire the message valuable information you provided in your article. Thank you for posting, again!<a href="https://hole-io.online/starjack-io ">starjack io</a>


Comment7 starjack io, August 14, 2019 at 6:01 a.m.:

I read your post. It is very informative and helpful to me. I admire the message valuable information you provided in your article. Thank you for posting, again!


Comment8 kigroot apk, October 26, 2019 at 8:54 a.m.:

Wow. This is amazing lecture. Thank you so much sharing such kind of video. Good job.

>> https://realcolors.makan-studios.com/...


Comment9 longrange drones for $151, December 20, 2019 at 7:54 a.m.:

Planning and Learning in a Cascade”, In the 2nd Multidisciplinary Conference in. Reinforcement Learning and Decision Making (RLDM 2015), Edmonton, ...
>> http://www.trumbullvolleyballclub.com...


Comment10 Theonlinekhabar, January 15, 2020 at 8:05 p.m.:

And just like in David's lectures, his laptop periodically shuts off because he forgot to plug it in. Brilliant.


Comment11 anil, January 28, 2020 at 2:24 p.m.:

This is amazing and nice lecture. Thank you so much sharing such kind of video.


Comment12 anil, January 28, 2020 at 2:26 p.m.:

This is amazing and nice lecture. Thank you so much sharing such kind of video.

>> https://www.hdmediarulz.com/entertain...


Comment13 Ralph, January 28, 2020 at 3:51 p.m.:

This involves artificial neural networks with a reinforcement learning architecture. https://www.bluonenergy.com/hvac-manu...


Comment14 Aman Prasad, February 20, 2020 at 12:22 p.m.:

0 is a site which provides free leaked movies to download or watch online through vpn or mobile of television serials can be download from moviecounter. People can transfer movies to anyone to mobiles , laptop , phones from movies counter websites. Western movies counter in 2020 in hindi , telugu


Comment15 Aman Prasad, February 20, 2020 at 12:23 p.m.:

https://www.nextgenconf.com/moviescou...

0 is a site which provides free leaked movies to download or watch online through vpn or mobile of television serials can be download from moviecounter. People can transfer movies to anyone to mobiles , laptop , phones from movies counter websites. Western movies counter in 2020 in hindi , telugu


Comment16 wholedope, March 5, 2020 at 10:58 a.m.:


<a href="https://www.wholedope.com/2020/01/malang-2020-bollywood-full-movie-download.html">malang movie download movie download</a> link is uploaded on wholedope.

<a href="https://www.wholedope.com/2020/01/sooryavanshi-2020-upcoming-bollywood.html
">Sooryavanshi release date</a>, cast and budget is uploaded on wholedope.

<a href="https://www.wholedope.com/2020/02/subh-mangal-zyada-saavdhan-full-movie.html
">Subh Mangal Zyada Saavdhan movie download</a> link is uploaded on wholedope.

<a href="https://www.wholedope.com/2020/02/bhoot-part-one-full-movie-download.html
">Bhoot Part One movie download</a> link is uploaded on wholedope.

<a href="https://www.wholedope.com/2020/02/filmyzilla-homepage.html
">filmyzilla hd movies download</a> detailed article.

<a href="https://www.wholedope.com/2020/02/haunted-hills-2020-full-movie-download.html">haunted hills 2020 full movie download</a> ink available.

<a href="https://www.wholedope.com/2020/02/mentalhood-web-series-download-watch.html
">mentalhood all episode download</a> link available.

<a href="https://www.wholedope.com/2020/02/special-ops-all-episodes-download-720p.html
">special ops all episode download</a> link available.

<a href="https://www.wholedope.com/2020/02/sonic-hedgehog-2020-full-movie-download.html
">sonic hedgehog full movie download</a> link available.

<a href="https://www.wholedope.com/2020/02/downloadhub-movies-download.html
">downloadhub homepage</a> new link 2020.

<a href="https://www.wholedope.com/2020/02/delhi-crime-season-2-all-episodes.html
">delhi crime all episodes download</a> link available.

<a href="https://www.wholedope.com/2020/02/the-bull-of-dalal-street-season-1-all.html
">the bull of dalal street all episodes download</a> link available.

<a href="https://www.wholedope.com/2020/02/adho-andha-paravai-pola-tamil-movie-download.html
">adho andha paravai pola tamil movie download</a> link availabe.

<a href="https://www.wholedope.com/2020/02/server-sundaram-movie-doanload.html
">server sundaram full movie download</a> link available.

<a href="https://www.wholedope.com/2020/02/street-dancer-3d-full-movie-download.html
">street dancer full movie download</a> link available.

<a href="https://www.wholedope.com/2020/02/the-last-thing-he-wanted-netflix-movie.html
">the last thing he wanted</a> download link.

<a href="https://www.wholedope.com/2020/02/bhoot-part-one-movie-download.html
">bhoot part one full movie download</a> link available.

<a href="https://www.wholedope.com/2020/02/mafia-chapter-1-full-movie-download.html
">mafia chapter 1 full movie download</a> link available.

<a href="https://www.wholedope.com/2020/02/pon-manickavel-tamil-full-movie.html
">pon manickavel full movie download</a> link available.

<a href="https://www.wholedope.com/2020/02/bheeshma-movie-download-full-hd-hindi.html
">bheeshma full movie download</a> link available.


Comment17 movies, March 8, 2020 at 4:11 a.m.:

download All Kind best hd movie <a href="https://moviescounter.mobi">moviescounter</a> bollywood movies


Comment18 kaka , March 8, 2020 at 4:15 a.m.:

https://moviescounter.mobi/
0 is a site which provides free leaked movies to download or watch online through vpn or mobile of television serials can be download from moviecounter. People can transfer movies to anyone to mobiles , laptop , phones from movies counter websites. Western movies counter in 2020 in hindi , telugu


Comment19 radnewton, March 19, 2020 at 1:57 p.m.:

try this <a href="https://myiptvchannel.com/movierulz-download-hd-movies/">website</a> to watch movies


Comment20 radnewton, March 19, 2020 at 1:58 p.m.:

try this https://myiptvchannel.com/movierulz-d... to watch movies


Comment21 dvdvilla, March 24, 2020 at 8:12 p.m.:

Thanks very nice article keep up the good work
https://www.findonlineinfo.com/dvdvilla/


Comment22 Tamilprint cc, March 24, 2020 at 8:13 p.m.:

Thanks very nice article keep up the good work
https://www.biographyinfo.in/tamilpri...


Comment23 Biography Info, March 24, 2020 at 10:10 p.m.:

Thanks very nice article keep up the good work
https://www.biographyinfo.in/sidharth...

https://www.biographyinfo.in/shruti-h...


Comment24 Rintu Deka, April 3, 2020 at 4:50 p.m.:

Such a great content.Keep up your great work. You would love to see my https://www.lyricsflag.com/ site as well


Comment25 Rajsi Verma, April 8, 2020 at 4:49 a.m.:

I am read your website its daily basis share very good information.


Comment26 scarlett nelson, April 16, 2020 at 3:54 p.m.:

Movierulz plz is these days getting famous with film darlings on account of the astonishing ability to offer numerous classifications of movies. Here one can see numerous fruitful movies for nothing. It doesn't simply highlight just movies, however this gushing film site has a great deal of renowned TV arrangement, liveliness, motion pictures, recordings just as a huge amount of excellent amusement in HD quality.


Comment27 Sandeep Kumar, April 23, 2020 at 3:42 p.m.:

Nice Words. Yognut is a place where you can find the latest Lifestyle, Health, Fashion, Travel, Technology, Business and Motivation information. Yognut will update you instantly as anything happening in all over the world.


Comment28 Sandeep Kumar, April 23, 2020 at 3:43 p.m.:

Nice Words. <a href="https://www.yognut.com/">Yognut</a> is a place where you can find the latest Lifestyle, Health, Fashion, Travel, Technology, Business and Motivation information. Yognut will update you instantly as anything happening in all over the world.


Comment29 Sandeep Kumar, April 23, 2020 at 3:44 p.m.:

Nice Words. https://www.yognut.com/ Yognut</a> is a place where you can find the latest Lifestyle, Health, Fashion, Travel, Technology, Business and Motivation information. Yognut will update you instantly as anything happening in all over the world.



Comment31 CHHEDIN BAI YADAV, May 4, 2020 at 12:15 a.m.:

nyc video
for biography viste this site
https://successtalkss.com/
https://successtalkss.com/

https://successtalkss.com/


Comment32 rahul, May 4, 2020 at 12:18 a.m.:

very nice video lacture
https://dailysarkarijobalert.com/
https://topbestlaptop.in/
https://apk.successtalkss.com/


Comment33 laru kazi, May 6, 2020 at 4:14 p.m.:

Come on and easily download Whatsapp Status.


Comment34 lati Khan, May 6, 2020 at 4:17 p.m.:

https://status.technosagar.com/


Comment35 Napson Fernandes, May 7, 2020 at 2:43 p.m.:

Thanks for this amazing video! It has given me so much insights into Deep learning and how to combine it with Reinforced learning.


Comment36 Ram Thakur, May 23, 2020 at 12:34 p.m.:

Loved watching the video on the Machine Learning topic.
https://solutionsuggest.com/rabbit-al...


Comment37 Annie, May 27, 2020 at 6:11 a.m.:

Thanks for sharing this awesome stuff. Also Check: https://onehostingcenter.com/how-to-s...


Comment38 Naina Singh, June 5, 2020 at 11:06 a.m.:

Thanks for sharing. It's good to read. Keep sharing.


Comment39 Hdmovieshub, June 8, 2020 at 12:48 p.m.:

I love watching movies and I found this
https://theshayariadda.com/hdmovieshu...


Comment40 Herman McGill, July 2, 2020 at 8:43 p.m.:

Great post. I Hope, you will always update us with this type of news. Thank you very much.


Comment41 Herman McGill, July 2, 2020 at 8:44 p.m.:

Great post. I Hope, you will always update us with this type of news. Thank you very much.

https://bit.ly/2YUcCON


Comment42 Sergio Merritt, July 24, 2020 at 5:36 a.m.:



Comment43 Gourav Borah, July 25, 2020 at 9:29 a.m.:

Enjoyed watching about Machine Learning. Thanks for sharing such impressive content.

https://techinfogeek.com/rabbit-alter...


Comment44 raj ram, July 27, 2020 at 8:50 a.m.:

Remarkable! It's really awesome piece of writing, I have got much clear idea on the topic of from this piece of writing.
https://grabtrending.com/madras-rocke...


Comment45 pavan, July 27, 2020 at 8:52 a.m.:

Thanks for sharing all these information..all your hardwork is much appreciated. Keep on blogging.
https://grabtrending.com/sites-like-r...



Comment47 Lena, September 14, 2020 at 11:56 a.m.:

Amazing video. I can learn many things here.
https://gramfont.com


Comment48 Screen Mirror App, October 6, 2020 at 10:25 a.m.:

Did you know that you can easily view the contents of your phone on your TV without a cable? With a <a href="https://www.screenmirroring.me">screen mirror app</a> you can easily do the <a href="https://www.screenmirroring.me">screen mirroring from Android to TV</a>. Check out www.screenmirroring.me to find out more.


Comment49 Rosie Carr, October 7, 2020 at 10:35 a.m.:

Great Content. Really Good. Appreciate it. Check https://topbestalternative.com/


Comment50 All blog hindi, October 15, 2020 at 7:14 a.m.:

good article thanks for sharing this post ????


Comment51 Samantha, November 5, 2020 at 4:23 p.m.:

this is very nice and easy. thank you. also read: https://newsmenk.com


Comment52 Alex, November 5, 2020 at 4:25 p.m.:

video lecture is amazing and technology https://worldfamoushub.com/dual-audio... so more details about the topic


Comment53 Mohammad Kaleem, November 22, 2020 at 3:46 p.m.:

Thanks Very nice lecture keep up the good work
https://www.biographyinfo.in/tamilpri...


Comment54 Aman Malik, November 22, 2020 at 3:47 p.m.:

Great video thanks for the information
https://www.newspaperpdf.co.in/


Comment55 Shreya, November 22, 2020 at 3:47 p.m.:

Great video thanks for the information
https://www.biographydiary.com/


Comment56 Abdul Moeez, November 24, 2020 at 3 p.m.:

this is very nice and easy. thank you. also read: https://techgrinch.com


Comment57 deepa, November 27, 2020 at 10:23 a.m.:

thanks for nice article keep up the gud work


Comment58 shivam, November 27, 2020 at 10:24 a.m.:

thanks for nice article keep up the gud work


Comment59 all blog hindi, November 28, 2020 at 1:23 p.m.:

ood Article ...Thanks for shraing


Comment60 debarjo roy, December 7, 2020 at 4:31 a.m.:

Amazing video thanks for sharing.. you can check this https://www.fontsforinsta.net site for making cool fonts.


Comment61 jacob, December 8, 2020 at 10:15 p.m.:

Great video thanks for sharing https://www.triveditech.com/top-hacki...


Comment62 SAAD, December 9, 2020 at 4:18 p.m.:

<a href="https://www.prosaad.com/2020/12/yasir-shami-salary-age-family-and.html">Yasir Shami Social Media Star Bio</a>


Comment63 SAAD, December 9, 2020 at 4:19 p.m.:

Beautiful Girls Number

https://www.prosaad.com/2020/12/sdmov...


Comment64 SAAD, December 9, 2020 at 4:19 p.m.:

Download Movies Easyly
https://www.prosaad.com/2020/12/sdmov...


Comment65 Techy Nickk, December 16, 2020 at 4:33 p.m.:

Thanks for the solution buddy
https://techynickk.com/stream2watch-a... Stream2watch alternatives will help you to watch sports events online

https://techynickk.com/rabbit-alterna... Rabbit Alternatives will help you to upload images and share them with your friends

https://techynickk.com/best-karaoke-a... Best Karaoke Apps will help you sing songs

https://techynickk.com/20-mb-games-an... 20 Mb Games best games for android owners

https://techynickk.com/best-apps-to-g... Best Weight Gain Apps best apps to gain weights


Comment66 David Watson, December 21, 2020 at 11:13 a.m.:

Selamat datang teman-teman! Situs web ini didasarkan pada pembuatan teks mewah dan font copas font online.
Alat ini saya buat dengan visi yang jelas, yaitu hanya untuk teman-teman Indonesia & Malaysia saja.


Comment67 Animeflix, December 25, 2020 at 7:19 p.m.:

Very informative video


Comment68 Animeflix, December 25, 2020 at 7:20 p.m.:

Very informative video <a href='https://www.softreview.me/2020/12/K.html'</a>


Comment69 Animeflix, December 25, 2020 at 7:21 p.m.:

Very informative video <a href='https://www.softreview.me/2020/12/K.html'></a>


Comment70 Animeflix, December 25, 2020 at 7:21 p.m.:

Very informative video https://www.softreview.me/2020/12/K.html


Comment71 Riyaz Aly, January 5, 2021 at 5:47 a.m.:

Good Article Thanks for shring


Comment72 all blog hindi, January 5, 2021 at 8:45 a.m.:

Wow. This is amazing lecture. Thank you so much sharing such kind of video. Good job.Www.allbloghindi.com


Comment73 likewap, January 7, 2021 at 9:26 a.m.:

such an amazing lecture video


Comment74 deepa, January 8, 2021 at 12:52 p.m.:

really very nice article thanks for this useful and informative article keep up the good work
<a href="https://www.bloomtutorial.com/bootstrap-kya-hai-what-is-bootstrap-in-hindi-features-of-bootstrap/">bootstrap kya hai</a>
<a href="https://www.bloomtutorial.com/css-kya-hai-what-is-css-in-hindi/">css kya hai</a>
<a href="https://www.bloomtutorial.com/what-is-domain-name-domain-name-kaam-kaise-karta-hai-types-of-domain-name/">domain name kya hai</a>


Comment75 Jennifer Lipa, January 18, 2021 at 2:37 a.m.:

Live news, investigations, opinion, photos and video by the journalists of The Globx Times from more than 150 countries around the world. Subscribe for more


Comment76 Jennifer Lipa, January 18, 2021 at 2:39 a.m.:

here you get informational news https://www.theglobx.com/


Comment77 Magic Box, January 18, 2021 at 5:50 p.m.:

This is nice discussion for more click on this link
https://www.bestappsapk.com/live-net-...


Comment78 Andi, January 23, 2021 at 2:46 p.m.:

video lecture is amazing
<a href="https://www.techtune4you.in/2020/02/bollyshare-full-hd-movie-download.html" rel="nofollow">https://www.techtune4you.in/2020/02/bollyshare-full-hd-movie-download.html</a>


Comment79 instagram fonts, February 9, 2021 at 4:28 a.m.:

really help full video... thanks for sharing this amazing tips... You can also use this amazing site https://www.fontsforinsta.net


Comment80 famousbiography, February 9, 2021 at 4:50 a.m.:

Amazing video ... Follow https://www.famousbiography.in/2021/0... this link to see amazing music video making actress


Comment81 Lamojia, February 11, 2021 at 6:16 p.m.:

some of us may not know this
https://newsmenk.com/okhatrimaza/


Comment82 Debra Ivory, February 13, 2021 at 11:40 a.m.:

Thanks for shairng some nice information with us.
https://www.selectmyblog.com/


Comment83 tamilyogi, February 22, 2021 at 5:01 a.m.:

Nice Post Sharing


Comment84 technoguidepro, February 23, 2021 at 8:44 a.m.:

nice post https://www.technoguidepro.com/


Comment85 Galib, February 25, 2021 at 2:25 p.m.:

amazing topic on reinforcement learning , lecture are so informative for more info visit https://thehindiguide.com/wifi-full-f...


Comment86 tamilyogi, February 27, 2021 at 4:06 a.m.:

I read your post. It is very informative and helpful to me. I admire the message valuable information you provided in your article


Comment87 robbinhook, March 4, 2021 at 8:23 a.m.:

Yes your blog is very informative for use. Thanks for this kind of blog post.


Comment88 Gojina, March 6, 2021 at 1:55 p.m.:

I got too much interesting stuff on your blog. I guess I am not the only one having all the enjoyment here! Keep up the good work <a href="https://www.gojina.com/hdmoviearea/">Hdmoviearea</a>


Comment89 famousbiography, March 27, 2021 at 4:21 a.m.:

Amazing video ... Follow this link https://famousbiography.in/top-10-bol... to see amazing music video making actress.


Comment90 HOLLYWOOD MOVIE, April 1, 2021 at 8:56 a.m.:

KATMOVIEHD HOLLYWOOD.https://automobile4.com/... MOVIE


Comment91 HOLLYWOOD MOVIE, April 1, 2021 at 8:58 a.m.:

nice post https://www.automobile4.com/


Comment92 HOLLYWOOD MOVIE, April 1, 2021 at 8:59 a.m.:

nice post katmoviehd https://www.katmoviehd.in.ne/


Comment93 HOLLYWOOD MOVIE, April 1, 2021 at 8:59 a.m.:

nice post katmoviehd https://www.katmoviehd.in.net/


Comment94 HOLLYWOOD MOVIE, April 1, 2021 at 9 a.m.:

nice post bissolati-female-bodybulde https://www.https://ifbbmuscle.com/su...


Comment95 Hanna Bell, May 4, 2021 at 1:02 p.m.:

I don’t have time to look for another expert and therefore I am going to hire you with the hope that I will get quality economics assignment help. Being an economics homework help professor I expect that your solutions are first class. All I want to tell you is that if the solutions are not up to the mark I am going to cancel the project.


Comment96 Sarah Wilson, May 5, 2021 at 6:30 p.m.:

I have submitted my assignment to your website without any challenges. The economics assignment help expert handling my assignment has already contacted me and I am certain that my work is underway. I am just hoping that I will get quality economics homework help. I have a lot of hopes in you and I am just hoping that you will not disappoint me.


Comment97 wuxiaworld, May 6, 2021 at 4:31 a.m.:

Great post! I didn’t knowral of these resources and I’m going to go check them out now!


Comment98 lindnato, May 6, 2021 at 4:32 a.m.:

Ahh that is great thank you ! Good for special needs too ! https://wuxiaworld.name

Write your own review or comment:

make sure you have javascript enabled or clear this field: