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09:20

TUTEL-MoE-STACK OPTIMIZATION FOR MODERN DISTRIBUTED TRAINING | RAFAEL SALAS & YIFAN XIONG

The Mixture-of-Experts (MoE) is a sparsely activated deep learning model architecture that has sublinear compute costs with respect to their parameters. MoE is one of the few scalable approaches for training trillion-parameter scale deep learning models. This talk will present Tutel, an open-source project built with the Pytorch framework. Tutel is being actively developed by […]
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9
01:23:09

Trends in NLP with John Bohannon – #550

Today we’re joined by friend of the show John Bohannon, the director of science at Primer AI, to help us showcase all of the great achievements and accomplishments in NLP in 2021! In our conversation, John shares his two major takeaways from last year, 1) NLP as we know it has changed, and we’re back […]
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164
09:21

This is how Artificial Intelligence will Control Humans

NVIDIA’s Megatron Turing AI Model can now have conversations with itself to perpetually improve itself in the hopes of understanding how to best control and influence other people in debates. This sparked a lot of discussions in the AI Community because ever-improving Artificial Intelligences pose real dangers to humanity. —– Every day is a day […]
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7
09:22

The Weird & Lying Minds of Artificial Intelligence (WebGPT)

Humans not understanding how an Artificial Intelligence works or thinks is becoming more dangerous as AI becomes smarter and more powerful. Models such as GPT-3 are known for completely making up statements and directly lying to the person asking it a question. This can lead to many AI Dangers. OpenAI’s new model called WebGPT is […]
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197
31:15

[ML News] AI learns to search the Internet | Drawings come to life | New ML journal launches

#webgpt #aiart #mlnews The latest and greatest from the Machine Learning world. OUTLINE: 0:00 – Intro 0:20 – Sponsor: Weights & Biases 2:40 – WebGPT: When GPT-3 can search the Internet 15:45 – MetaAI brings children’s drawings to life 17:15 – OpenAI lets anyone fine-tune GPT-3 18:15 – New Journal: Transactions on Machine Learning Research […]
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196
09:13

Deepmind's New AI Surpasses Human Intellect – Gopher AI

Deepmind has just publically released their GPT-3 competitor called Gopher AI which is able to outcompete GPT by almost 10 times at a much better efficiency level. DeepMind said that larger models are more likely to generate toxic responses when provided with toxic prompts. They can also more accurately classify toxicity. The model scale does […]
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214
29:09

[ML News] OpenAI removes GPT-3 waitlist | GauGAN2 is amazing | NYC regulates AI hiring tools

#mlnews #gaugan #gpt-3 Your weekly dose of ML News! More GauGAN images here: https://drive.google.com/drive/folders/1tG1rpxP_mnspB1MWi9VZGScw5R-hxUdm?usp=sharing OUTLINE: 0:00 – Intro 0:20 – Sponsor: Weights & Biases 2:20 – OpenAI’s removes GPT-3 Waitlist 4:55 – NVIDIA releases GauGAN2 Webapp 9:45 – Everyday Robots tackles real-life tasks 12:15 – MetNet-2: 12-hour Rain Forecasting 14:45 – TinyML Dog Bark Stopper […]
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293
11:32

China’s Scary New AI Beats Human Intelligence and the USA •

The biggest tech company in China, Jack Ma’s Alibaba has just released the biggest, most efficient and newest Artificial Intelligence Model in the world. It’s almost 100 times smarter than GPT 3 and is even expected to surpass OpenAI’s yet to be released GPT 4 in both abilities and ease of use. The Alibaba M6 […]
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8.24K
07:07

This AI Makes Beautiful Videos From Your Images! 🌊

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their mentioned post is available here: https://wandb.ai/authors/image-captioning/reports/Generate-Meaningful-Captions-for-Images-with-Attention-Models–VmlldzoxNzg0ODA 📝 The paper “Animating Pictures with Eulerian Motion Fields” is available here: https://eulerian.cs.washington.edu/ GPT-3 website layout tweet: Here's a sentence describing what Google's home page should look and here's GPT-3 generating the […]
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0
15:33

Roundtable Discussion: Efficient and adaptable large-scale AI

Speakers: Ahmed Awadallah, Senior Principal Research Manager, Microsoft Research Redmond Jianfeng Gao, Distinguished Scientist & Vice President, Microsoft Research Redmond Danqi Chen, Assistant Professor, Princeton University Song Han, Assistant Professor, MIT The AI landscape has been transformed by the advent of large-scale models like BERT, Turing, and, most recently, GPT-3. Researchers have brought language models […]
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0
20:00

Research talk: Prompt tuning: What works and what’s next

Speaker: Danqi Chen, Assistant Professor, Princeton University The AI landscape has been transformed by the advent of large-scale models like BERT, Turing, and, most recently, GPT-3. Researchers have brought language models to new heights in terms of performance, propelling advancements in search, language translation, and more. As models are growing in size and capability, their […]
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10.80K
08:09

OpenAI Codex: Your Robot Assistant! 🤖

❤️ Check out Perceptilabs and sign up for a free demo here: https://www.perceptilabs.com/papers 📝 The paper “Evaluating Large Language Models Trained on Code” is available here: https://openai.com/blog/openai-codex/ Codex tweet/application links: Explaining code: https://twitter.com/CristiVlad25/status/1432017112885833734 Pong game: https://twitter.com/slava__bobrov/status/1425904829013102602 Blender Scripting: https://www.youtube.com/watch?v=MvHbrVfEuyk GPT-3 tweet/application links: Website layout: https://twitter.com/sharifshameem/status/1283322990625607681 Plots: https://twitter.com/aquariusacquah/status/1285415144017797126?s=12 Typesetting math: https://twitter.com/sh_reya/status/1284746918959239168 Population data: https://twitter.com/pavtalk/status/1285410751092416513 Legalese: https://twitter.com/f_j_j_/status/1283848393832333313 […]
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76
08:04

This Movie was Written By AI – Bots Writing Movie Scripts

Artificial Intelligence is starting to surpass humans even in creative works now. A robot has written and directed the first feature movie that was actually released for the public to see. In fact, it’s a lot better than many movies that real humans have made so far. While still surreal and a bit funny in […]
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198
08:47

How Anybody can now be a Developer without Coding – OpenAI Codex 2.0

With the help of OpenAI’s new Artificial Intelligence called Codex 2.0, everyone now has the ability to program software and games without knowing how to code. Advanced AI Programming Assistants are becoming smarter with every passing day and are starting to understand logic better than any human ever could due to having unbeatable memory abilities. […]
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0

OpenAI GPT-3 – Good At Almost Everything! 🤖

❤️ Check out Weights & Biases and sign up for a free demo here: https://www.wandb.com/papers ❤️ Their instrumentation of a previous OpenAI paper is available here: https://app.wandb.ai/authors/openai-jukebox/reports/Experiments-with-OpenAI-Jukebox–VmlldzoxMzQwODg 📝 The paper “Language Models are Few-Shot Learners” is available here: – https://arxiv.org/abs/2005.14165 – https://openai.com/blog/openai-api/ Credits follow for the tweets of the applications. Follow their authors if you […]
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314
09:52

The Rise of China's Most Advanced Artificial Intelligence – Wu Dao 2.0

China’s goal of beating the USA in the race of creating the best and smartest artificial intelligence in the world has finally come to fruition with the Wu Dao 2.0 AI model. This new NLP AI is much superior to OpenAI’s GPT-3 model which was released last year. Some of the abilities the WU Dao […]
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497
11:06

This is the Best Artificial Intelligence Model of 2021 – Megatron-Turing

Microsoft and Nvidia have been working hard to finally create an Artificial Intelligence Model which surpasses and beats OpenAI’s GPT3 with more than double the parameter count and almost reaching the amazing and intelligent amount of 1 Trillion Parameter models. Unless OpenAI comes out with GPT4, it seems like the Megatron-Turing NLP AI Model is […]
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4

AI and the Responsible Data Economy with Dawn Song – #403

Today we’re joined by Professor of Computer Science at UC Berkeley, Dawn Song. Dawn’s research is centered at the intersection of AI, deep learning, security, and privacy. She’s currently focused on bringing these disciplines together with her startup, Oasis Labs. In our conversation, we explore their goals of building a ‘platform for a responsible data […]
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14
46:58

AI Storytelling Systems with Mark Riedl – #478

Today we’re joined by Mark Riedl, a Professor in the School of Interactive Computing at Georgia Tech. In our conversation with Mark, we explore his work building AI storytelling systems, mainly those that try and predict what listeners think will happen next in a story and how he brings together many different threads of ML/AI […]
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257
46:32

Heroes of NLP: Chris Manning

Heroes of NLP is a video interview series featuring Andrew Ng, the founder of DeepLearning.AI, in conversation with thought leaders in NLP. Watch Andrew lead an enlightening discourse around how these industry and academic experts started in AI, their previous and current research projects, how their understanding of AI has changed through the decades, and […]
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10
01:32:08

Trends in Natural Language Processing with Sameer Singh – #445

Today we continue the 2020 AI Rewind series, joined by friend of the show Sameer Singh, an Assistant Professor in the Department of Computer Science at UC Irvine. We last spoke with Sameer at our Natural Language Processing office hours back at TWIMLfest, and was the perfect person to help us break down 2020 in […]
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11
01:16:17

Trends in Graph Machine Learning with Michael Bronstein – #446

Today we’re back with the final episode of AI Rewind joined by Michael Bronstein, a professor at Imperial College London and the Head of Graph Machine Learning at Twitter. In our conversation with Michael, we touch on his thoughts about the year in Machine Learning overall, including GPT-3 and Implicit Neural Representations, but spend a […]
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413
01:24:11

Are courses enough for a job? | Machine learning engineer livestream Q&A

Let’s talk machine learning, health, business and more. Timestamps: 0:00 – Intro 2:09 – No more mullet 4:40 – QA Start 4:50 – Is AI mostly overhyped? 9:40 – Does the TensorFlow developer certification give you an edge in interviews? 15:05 – How much experience do you have in Jiu Jitsu? 16:34 – What computer […]
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169
49:42

Codex, OpenAI’s Automated Code Generation API with Greg Brockman – 509

Today we’re joined by return guest Greg Brockman, co-founder and CTO of OpenAI. We had the pleasure of reconnecting with Greg on the heels of the announcement of Codex, OpenAI’s most recent release. Codex is a direct descendant of GPT-3 that allows users to do autocomplete tasks based on all of the publicly available text […]