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One Model For Hundreds of Tasks, Recognizing Workplace Hazards, When Data Means Danger, Vision Transformer Upgrade
May 18, 2022

One Model For Hundreds of Tasks, Recognizing Workplace Hazards, When Data Means Danger, Vision Transformer Upgrade

One of the challenges of building an AI startup is setting customer expectations. Machine learning is a highly experiment-driven field. Until you’ve built something, it’s hard to predict how well it will work. This creates a unique

11 min read
Liberation for Large Language Models, AI Picks Music Hits, Robots in Hospitals
May 11, 2022

Liberation for Large Language Models, AI Picks Music Hits, Robots in Hospitals

Last week, I described trends that AI Fund, the venture studio I lead, has seen in building AI startups. I'd like to discuss another aspect of building companies that’s unique to AI businesses: the controversial topic of data moats.

11 min read
Predicting the Next Pandemic, Driverless Cars Go Driverless, Managing Medical Uncertainty, Data-Efficient Vision Transformers
May 04, 2022

Predicting the Next Pandemic, Driverless Cars Go Driverless, Managing Medical Uncertainty, Data-Efficient Vision Transformers

AI Fund, which I lead, is a venture studio that works with entrepreneurs to build companies rapidly and increase their odds of success. We’ve evaluated a lot of AI startup ideas. There’s no one-size-fits-all template for building businesses, but

10 min read
Recognizing Distracted Drivers, Training Fighter Pilots, Dominating the Bridge Table, Training Trillions of Parameters
Apr 27, 2022

Recognizing Distracted Drivers, Training Fighter Pilots, Dominating the Bridge Table, Training Trillions of Parameters

It's official: Elon Musk will buy Twitter, pending approval of the transaction by the company's stockholders and the U.S. government. While some people are celebrating the deal in the name of free speech, others are worried about the

11 min read
How DALL·E 2 Makes Images, Like GPT-3 But More Sensible, How AI Startups Spend Their Money, Robo Real Estate Agents
Apr 20, 2022

How DALL·E 2 Makes Images, Like GPT-3 But More Sensible, How AI Startups Spend Their Money, Robo Real Estate Agents

Last week, Elon Musk launched a surprise attempt to acquire Twitter. The $43-billion bid was motivated, he said, by his desire to protect free speech endangered by the company’s practice of promoting some tweets while burying others. To

10 min read
Recognizing War Criminals in Ukraine, Salesbots Invade LinkedIn, AI Radiology Cleared for Clinics
Apr 13, 2022

Recognizing War Criminals in Ukraine, Salesbots Invade LinkedIn, AI Radiology Cleared for Clinics

With the pandemic easing in the United States and Canada, I’ve been traveling more in the last two weeks. I spoke at TED 2022 in Vancouver and ScaleUp:AI in New York and attended a manufacturing conference in California.

9 min read
Government Smacks Down Errant Algorithms, Animal Animations From Video, AI For Biofuel, Is There Learning After Overfitting?
Apr 06, 2022

Government Smacks Down Errant Algorithms, Animal Animations From Video, AI For Biofuel, Is There Learning After Overfitting?

The U.S. government punished an app vendor for building an algorithm based on ill-gotten data | Animal Animations From Video | Learning After Overfitting | Machine Learning boosts renewable fuels

9 min read
AI Designs Chemical Weapons, AI Gains Cultural Awareness, New Chip Accelerates Transformers, Spotting Dangerous Mutations
Mar 30, 2022

AI Designs Chemical Weapons, AI Gains Cultural Awareness, New Chip Accelerates Transformers, Spotting Dangerous Mutations

AI Fund, the venture studio and investment firm that I lead, recently held a summit where CEOs and founders of portfolio companies shared ideas on topics from fundraising to building team culture. I was struck by how frequently

10 min read
AI Builds AI, Face Recognition Sees Genetic Disorders, Stock Market Simulation, Tracking AI's Global Progress
Mar 23, 2022

AI Builds AI, Face Recognition Sees Genetic Disorders, Stock Market Simulation, Tracking AI's Global Progress

I’ve always thought that how you treat those who are powerless shows your true character. People rarely mistreat others who have power over them -- for example, their boss — because they might suffer adverse consequences. But when

10 min read
AI For President, Pig Sqeal Recognition, Help For Problem Gamblers, Hypernetworks For Hyper Training
Mar 16, 2022

AI For President, Pig Sqeal Recognition, Help For Problem Gamblers, Hypernetworks For Hyper Training

Last week, I wrote about the grand challenge of artificial general intelligence. Other scientific and engineering grand challenges inspire me as well. For example, fusion energy, extended lifespans, and space colonization have massive

10 min read
Demand For AI Skills Exceeds Supply, Robot Dogs Learn to Fetch, Investor Bots Underperform, Algorithms Shortchange Elders
Mar 09, 2022

Demand For AI Skills Exceeds Supply, Robot Dogs Learn to Fetch, Investor Bots Underperform, Algorithms Shortchange Elders

I’ve always thought that building artificial general intelligence — a system that can learn to perform any mental task that a typical human can — is one of the grandest challenges of our time. In fact, nearly 17 years ago, I co-organized a NeurIPS workshop on building human-level AI.

10 min read
Which Nation Dominates AI?, Meet Your Robot Colleagues, GANs Forecast Weather, Unmasking QAnon's Anonymous Conspiracy Theorist
Mar 02, 2022

Which Nation Dominates AI?, Meet Your Robot Colleagues, GANs Forecast Weather, Unmasking QAnon's Anonymous Conspiracy Theorist

Last week, DeepLearning.AI invited a group of learners to our Palo Alto office’s courtyard. We had a good time chatting about paths into AI, career trajectories, applications people were working on, and challenges they were facing.

10 min read
AI For Unlimited Clean Energy, Stopping Robocalls, Reading Analog Meters, Choosing a Fine-Tuning Algorithm
Feb 23, 2022

AI For Unlimited Clean Energy, Stopping Robocalls, Reading Analog Meters, Choosing a Fine-Tuning Algorithm

Russian troops have invaded Ukraine, and the terrifying prospect of a war in Europe weighs on my mind. My heart goes out to all the civilians affected, and I hope we won’t see the loss of life, liberty, or property that many people fear.

11 min read
AI Race Driver Beats Humans, Apple Bets On Generated Music, Robots Don't Want Your Job, SOA Versus FBP For ML
Feb 16, 2022

AI Race Driver Beats Humans, Apple Bets On Generated Music, Robots Don't Want Your Job, SOA Versus FBP For ML

We just launched a Data-Centric AI Resource Hub to help you improve the performance of AI systems by systematically engineering the underlying data. It offers new articles by Nvidia director of machine learning research Anima

10 min read
AlphaCode Beats Human Coders, Driving a Forklift In Pajamas, Facebook's New AI Cluster, Does Better Pretraining Yield Better Fine-Tuning?
Feb 09, 2022

AlphaCode Beats Human Coders, Driving a Forklift In Pajamas, Facebook's New AI Cluster, Does Better Pretraining Yield Better Fine-Tuning?

I tested positive for Covid on Monday and mentioned this on social media. I’m grateful to the many people who wished me well. Reading your messages made me feel better. My unscientific feeling is that they helped clear my nose a bit!

9 min read
AI Chip Supplies At Risk, GPT-3 Goes to Finishing School, Fake Faces For Training Face Recognition, Roadblocks to Regulating AI
feb 2,2022

AI Chip Supplies At Risk, GPT-3 Goes to Finishing School, Fake Faces For Training Face Recognition, Roadblocks to Regulating AI

I’m writing this in Orlando, Florida, where I just spoke at the A3 Business Forum, a group that works to advance industrial automation through AI, robotics, and other tools. This was my first large conference since the pandemic started, and it

10 min read

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