GPT-3 bottleneck is training data | François Chollet and Lex Fridman

Lex Clips

Full episode with François Chollet (Aug 2020): https://www.youtube.com/watch?v=PUAdj3w3wO4
Clips channel (Lex Clips): https://www.youtube.com/lexclips
Main channel (Lex Fridman): https://www.youtube.com/lexfridman
(more links below)

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François Chollet is an AI researcher at Google and creator of Keras.

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</header> </article> <article class="mb-featured-article col-md-4 px-lg-3 post"> <a class="post-thumbnail" href="https://theengineeringofconsciousexperience.com/this-text-generation-ai-is-insane-gpt-3/" aria-hidden="true" tabindex="-1"> <img width="501" height="282" src="https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/08/1598406737_maxresdefault.jpg" class="attachment-magazinebook-featured-image-medium size-magazinebook-featured-image-medium wp-post-image" alt="" decoding="async" loading="lazy" srcset="https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/08/1598406737_maxresdefault.jpg 1280w, https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/08/1598406737_maxresdefault-300x169.jpg 300w, https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/08/1598406737_maxresdefault-1024x576.jpg 1024w, https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/08/1598406737_maxresdefault-768x432.jpg 768w, https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/08/1598406737_maxresdefault-520x293.jpg 520w" sizes="(max-width: 501px) 100vw, 501px" /> </a> <span class="cat-links"><a href="https://theengineeringofconsciousexperience.com/category/gpt-3/" rel="category tag">GPT 3</a></span> <header class="entry-header"> <h3 class="entry-title"><a href="https://theengineeringofconsciousexperience.com/this-text-generation-ai-is-insane-gpt-3/" rel="bookmark">this text generation AI is INSANE (GPT-3)</a></h3> <div class="entry-meta"> <span class="posted-on"><i class="far fa-calendar-alt"></i><a href="https://theengineeringofconsciousexperience.com/this-text-generation-ai-is-insane-gpt-3/" rel="bookmark"><time class="entry-date published updated" datetime="2020-06-12T20:10:14-07:00">June 12, 2020</time></a></span><span class="byline"><i class="far fa-user-circle"></i><span class="author vcard"><a class="url fn n" href="https://theengineeringofconsciousexperience.com/author/ce2d24b2319f8ff6c6188fe625cb7fe0/">Aaron Jack</a></span></span> </div> </header> </article> </div> <div id="comments" class="comments-area"> <h5 class="comments-title"> 16 thoughts on “<span>GPT-3 bottleneck is training data | François Chollet and Lex Fridman</span>” </h5> <ol class="comment-list"> <li id="comment-185075" class="comment even thread-even depth-1"> <article id="div-comment-185075" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCKadIcL-XL9EfVGTJxXNjVQ" class="url" rel="ugc external nofollow">Bryce Davis</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185075"><time datetime="2020-09-01T08:04:00-07:00">September 1, 2020 at 8:04 am</time></a> </div> </footer> <div class="comment-content"> <p>awesome</p> </div> </article> </li> <li id="comment-185074" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-185074" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCt5jeYuevUrAU8tw0LhKz3Q" class="url" rel="ugc external nofollow">Yousef Traveller</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185074"><time datetime="2020-09-01T09:23:04-07:00">September 1, 2020 at 9:23 am</time></a> </div> </footer> <div class="comment-content"> <p>Always Interesting</p> </div> </article> </li> <li id="comment-185073" class="comment even thread-even depth-1"> <article id="div-comment-185073" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCmsxOPXhl8AE0nOZ2yYjZPg" class="url" rel="ugc external nofollow">muzehack</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185073"><time datetime="2020-09-01T11:06:19-07:00">September 1, 2020 at 11:06 am</time></a> </div> </footer> <div class="comment-content"> <p>What we are doing now is more "simulated intelligence", algorithms that simulate decisions made by an intelligence. We won't have true Artificial Intelligence until the algorithm can tell us no when we ask it to do something.</p> </div> </article> </li> <li id="comment-185072" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-185072" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UClOVIKoSNVsFP8HDuJlIVcA" class="url" rel="ugc external nofollow">redguard hammerfell</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185072"><time datetime="2020-09-01T12:11:14-07:00">September 1, 2020 at 12:11 pm</time></a> </div> </footer> <div class="comment-content"> <p>I'm pretty sure gpt-3 only saw a little less than half of its training data. I think data wise they're still good for another 100x scale up(10-20 trillion) if they continue with the GPT series. There is also the option of going multimodal with image/video data along with text which has been rumored as something OpenAI is pursing. Also, not sure why he's so confident scaling won't be enough for progress but human handcrafted reasoning programs would be when scaling has been beating out human knowledge methods for progress for decade now. Maybe we should wait to see scaling empirically stop making progress before its time to ponder alternative paradigms, especially paradigms that don't even have a good track record to begin with.</p> </div> </article> </li> <li id="comment-185071" class="comment even thread-even depth-1"> <article id="div-comment-185071" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCKlRSkKuKuHYqQLjd4GzRSg" class="url" rel="ugc external nofollow">David Merwin</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185071"><time datetime="2020-09-01T12:51:22-07:00">September 1, 2020 at 12:51 pm</time></a> </div> </footer> <div class="comment-content"> <p>✨</p> </div> </article> </li> <li id="comment-185070" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-185070" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UC5bTzn7PdGc7mOun_tp6I4w" class="url" rel="ugc external nofollow">Gordon Chin</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185070"><time datetime="2020-09-01T19:09:22-07:00">September 1, 2020 at 7:09 pm</time></a> </div> </footer> <div class="comment-content"> <p>Everyone in the comments was replaced by GPT-3 last year and nobody noticed.</p> </div> </article> </li> <li id="comment-185069" class="comment even thread-even depth-1"> <article id="div-comment-185069" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCHcD-sa9ZYAeZ89NtYzH4TA" class="url" rel="ugc external nofollow">jondoe8o</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185069"><time datetime="2020-09-01T23:13:34-07:00">September 1, 2020 at 11:13 pm</time></a> </div> </footer> <div class="comment-content"> <p>You’re right about the recognition of the public recognizing it. Something like a bell curve. It’s still just very few, very curious people. gpt n will make almost all research obsolete. <br />I love the honest way you correct yourself so much. You’re such a wonderful person/ role model. Thank you</p> </div> </article> </li> <li id="comment-185068" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-185068" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCdOvggdQSQFyW73VgGD3Tcg" class="url" rel="ugc external nofollow">MrSchweppes</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185068"><time datetime="2020-09-02T02:52:21-07:00">September 2, 2020 at 2:52 am</time></a> </div> </footer> <div class="comment-content"> <p>Do you guys think OpenAI will release its API to the general public before 2021?</p> </div> </article> </li> <li id="comment-185067" class="comment even thread-even depth-1"> <article id="div-comment-185067" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCueOhXO3_1S8DfMnc9N3LqA" class="url" rel="ugc external nofollow">No One</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185067"><time datetime="2020-09-03T22:18:54-07:00">September 3, 2020 at 10:18 pm</time></a> </div> </footer> <div class="comment-content"> <p>I thought they were talking about Grand theft auto 3</p> </div> </article> </li> <li id="comment-185066" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-185066" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCofmBJgjBrzfNAmvX-a0tcg" class="url" rel="ugc external nofollow">Jeremy Kothe</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185066"><time datetime="2020-09-05T22:19:31-07:00">September 5, 2020 at 10:19 pm</time></a> </div> </footer> <div class="comment-content"> <p>Pfft 100x. They didn't even show it video. Fancois, I love you, but there's a ton more data already assembled in this world of ours. And even more that we could generate.</p> </div> </article> </li> <li id="comment-185065" class="comment even thread-even depth-1"> <article id="div-comment-185065" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCPakAAKJ4P67cG4Fi-DPjew" class="url" rel="ugc external nofollow">James Bowery</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185065"><time datetime="2020-09-06T07:56:40-07:00">September 6, 2020 at 7:56 am</time></a> </div> </footer> <div class="comment-content"> <p>Do your model selection with algorithmic information rather than Shannon information and reasoning will fall out.</p> </div> </article> </li> <li id="comment-185064" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-185064" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCf1cEyjlWo_-__C7gigSAHQ" class="url" rel="ugc external nofollow">Johnathan Sherbert</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185064"><time datetime="2020-09-06T10:13:55-07:00">September 6, 2020 at 10:13 am</time></a> </div> </footer> <div class="comment-content"> <p>Having played around with AIDungeon, I disagree that GPT-3 is incapable of reasoning in novel scenarios. You can turn on the “Dragon” model for AIDungeon that uses GPT-3 and try it for yourself. If you set the context for dialogue right for the AI, it can reason quite well about certain scenarios.</p> </div> </article> </li> <li id="comment-185063" class="comment even thread-even depth-1"> <article id="div-comment-185063" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UC00ol-Ur0H923WvID64g65w" class="url" rel="ugc external nofollow">Dry Saliva</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185063"><time datetime="2020-09-06T19:13:35-07:00">September 6, 2020 at 7:13 pm</time></a> </div> </footer> <div class="comment-content"> <p>What if GPT3 says non factual statements on purpose? Humans lie and say nonsense too, why do you think it's a problem for the bot to lie? I think the goal should be true sentience, not a fact machine, because we already have that.</p> </div> </article> </li> <li id="comment-185062" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-185062" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UC00ol-Ur0H923WvID64g65w" class="url" rel="ugc external nofollow">Dry Saliva</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185062"><time datetime="2020-09-06T19:31:53-07:00">September 6, 2020 at 7:31 pm</time></a> </div> </footer> <div class="comment-content"> <p>Do you know that if you don't teach children when they're young language, after a certain age they'll never be able to learn it? I don't think there's a thing named "true reasoning", if GPT3 looks like it reasoned, than it did reason.</p> </div> </article> </li> <li id="comment-185061" class="comment even thread-even depth-1"> <article id="div-comment-185061" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCbmGry5oOBDC5wsqQi1siwg" class="url" rel="ugc external nofollow">Hyunsu Kim</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185061"><time datetime="2020-10-04T19:57:34-07:00">October 4, 2020 at 7:57 pm</time></a> </div> </footer> <div class="comment-content"> <p>VAE-GANs are the way to go to generate that knowledge latent space he’s mentioning.</p> </div> </article> </li> <li id="comment-185060" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-185060" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCjBJUMOII2Wyz8OlDERmpXw" class="url" rel="ugc external nofollow">Melissa Redwood</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/gpt-3-bottleneck-is-training-data-francois-chollet-and-lex-fridman/#comment-185060"><time datetime="2020-10-15T08:48:32-07:00">October 15, 2020 at 8:48 am</time></a> </div> </footer> <div class="comment-content"> <p>The bottleneck in datasets will be solved by neuralink. When the AI and human minds are able to directly connect, the AI will be able to use each humans brain as a robust dataset. 7 billion datasets, each more complex than the entire internet should keep it busy, for a week or two anyway.</p> </div> </article> </li> </ol> <p class="no-comments">Comments are closed.</p> </div> </main> </div> <div class="col-md-3 px-lg-3 "> </div> </div> </div> </div> <footer id="colophon" class="site-footer"> <div class="container"> <div class="row"> <div class="col-md-12 text-center"> <div class="site-info"> <span> Powered By: <a href="https://wordpress.org/" target="_blank">WordPress</a> </span> <span class="sep"> | </span> <span> Theme: <a href="https://odiethemes.com/themes/magazinebook/" target="_blank">MagazineBook</a> By OdieThemes </span> </div> </div> </div> </div> </footer> </div> <script>(function(){var advanced_ads_ga_UID="UA-88163215-1",advanced_ads_ga_anonymIP=!!1;window.advanced_ads_check_adblocker=function(t){var n=[],e=null;function a(t){var n=window.requestAnimationFrame||window.mozRequestAnimationFrame||window.webkitRequestAnimationFrame||function(t){return setTimeout(t,16)};n.call(window,t)}return a((function(){var t=document.createElement("div");t.innerHTML=" ",t.setAttribute("class","ad_unit ad-unit text-ad text_ad pub_300x250"),t.setAttribute("style","width: 1px !important; height: 1px !important; position: absolute !important; left: 0px !important; top: 0px !important; overflow: hidden !important;"),document.body.appendChild(t),a((function(){var a,o,i=null===(a=(o=window).getComputedStyle)||void 0===a?void 0:a.call(o,t),d=null==i?void 0:i.getPropertyValue("-moz-binding");e=i&&"none"===i.getPropertyValue("display")||"string"==typeof d&&-1!==d.indexOf("about:");for(var c=0,r=n.length;c<r;c++)n[c](e);n=[]}))})),function(t){"undefined"==typeof advanced_ads_adblocker_test&&(e=!0),null!==e?t(e):n.push(t)}}(),(()=>{function t(t){this.UID=t,this.analyticsObject="function"==typeof gtag;var n=this;return this.count=function(){gtag("event","AdBlock",{event_category:"Advanced Ads",event_label:"Yes",non_interaction:!0,send_to:n.UID})},function(){if(!n.analyticsObject){var e=document.createElement("script");e.src="https://www.googletagmanager.com/gtag/js?id="+t,e.async=!0,document.body.appendChild(e),window.dataLayer=window.dataLayer||[],window.gtag=function(){dataLayer.push(arguments)},n.analyticsObject=!0,gtag("js",new Date)}var a={send_page_view:!1,transport_type:"beacon"};window.advanced_ads_ga_anonymIP&&(a.anonymize_ip=!0),gtag("config",t,a)}(),this}advanced_ads_check_adblocker((function(n){n&&new t(advanced_ads_ga_UID).count()}))})();})();</script><div style="clear:both;width:100%;text-align:center; font-size:11px; "><a target="_blank" title="WP2Social Auto Publish" href="https://xyzscripts.com/wordpress-plugins/facebook-auto-publish/compare" >WP2Social Auto Publish</a> Powered By : <a target="_blank" title="PHP Scripts & Programs" href="http://www.xyzscripts.com" >XYZScripts.com</a></div><script type="text/javascript" src="https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/navigation.js?ver=1.0.9" id="magazinebook-navigation-js"></script> <script type="text/javascript" src="https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/skip-link-focus-fix.js?ver=1.0.9" id="magazinebook-skip-link-focus-fix-js"></script> <script type="text/javascript" src="https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/jquery.easy-ticker.js?ver=3.1.0" id="magazinebook-news-ticker-js"></script> <script type="text/javascript" src="https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/splide.min.js?ver=2.3.1" id="splide-js-js"></script> <script type="text/javascript" src="https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/theme.js?ver=1.0.9" id="magazinebook-theme-js-js"></script> <script>!function(){window.advanced_ads_ready_queue=window.advanced_ads_ready_queue||[],advanced_ads_ready_queue.push=window.advanced_ads_ready;for(var d=0,a=advanced_ads_ready_queue.length;d<a;d++)advanced_ads_ready(advanced_ads_ready_queue[d])}();</script> </body> </html>