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
Job Growth in Machine Learning, Amazon's AI-Driven Clothing Store, Transformers for Robot Vision, Hiring Algorithms Under Scrutiny
Jan 26,2022

Job Growth in Machine Learning, Amazon's AI-Driven Clothing Store, Transformers for Robot Vision, Hiring Algorithms Under Scrutiny

If you want to build a career in AI, it’s no longer necessary to be located in one of a few tech hubs such as Silicon Valley or Beijing. Tech hubs are emerging in many parts of the world, and cities large and small offer opportunities both for
12 min read
Special #BeADeepLearner Issue! How to Learn, How to Get a Job, How to Keep Up, How to Break In From a Disadvantaged Background
Jan 19, 2022

Special #BeADeepLearner Issue! How to Learn, How to Get a Job, How to Keep Up, How to Break In From a Disadvantaged Background

How to Learn Machine Learning | How to Gain Practical Experience | How to Overcome Societal Obstacles | How to Get a Job in AI | How to Keep Up in a Changing Field
17 min read
Recognizing Weapons, Reducing Garbage, Predicting Regime Change, Learning With Less Memory
Jan 12, 2022

Recognizing Weapons, Reducing Garbage, Predicting Regime Change, Learning With Less Memory

Dear friends, AI continues to create numerous exciting career opportunities, and I know that many of you aim to develop a career in the field. While taking online courses in technical topics is an important step, being an AI professional requires more
10 min read
Failing AI 101, Google's Robot Workforce, AI Against High Taxes, Ethics for Automated Armies
Jan 05, 2022

Failing AI 101, Google's Robot Workforce, AI Against High Taxes, Ethics for Automated Armies

One rule I try to live by is to not surprise my collaborators. During a project, for example, a deadline may slip, or a customer may drop out. If I can foresee such risks, l let my collaborators know about major things that could go wrong so
12 min read
Hopes for 2022 from Alexei Efros, Abeba Birhane, Yoav Shoham, Chip Huyen, Matt Zeiler, Wolfram Burgard, Yale Song
Dec 29, 2021

Hopes for 2022 from Alexei Efros, Abeba Birhane, Yoav Shoham, Chip Huyen, Matt Zeiler, Wolfram Burgard, Yale Song

As we approach the end of the year, many of us consider setting goals for next year. I wrote about setting learning goals in a previous letter. In this one, I’d like to share a framework that I’ve found useful: process goals versus outcome goals.
17 min read
Top AI Stories of 2021: Transformers Take Over, Models Balloon, Multimodal AI Takes Off, Governments Crack Down
Dec 22, 2021

Top AI Stories of 2021: Transformers Take Over, Models Balloon, Multimodal AI Takes Off, Governments Crack Down

As we approach the end of 2021, you may be winding down work and gearing up for the winter holiday. I’m looking forward to taking a break from work and hope you are too.
11 min read
The Batch: TikTok's Recommender Revealed, DeepMind's Not-So-Large Language Models, Neural Troll Trap, Recognizing Rotations
Dec 15,2021

The Batch: TikTok's Recommender Revealed, DeepMind's Not-So-Large Language Models, Neural Troll Trap, Recognizing Rotations

Dear friends, We just wrapped up the Data-Centric AI Workshop at the NeurIPS 2021 conference. It was packed with information about how to engineer data for AI
10 min read
Happy yellow faces and sad blue faces
Dec 08, 2021

Bias in Predictive Policing, Timnit Gebru vs Corporate AI, Autism Recognized, Transformers for Reinforcement Learning

Should we be optimistic or pessimistic about the prospects for ethical AI? I meet people who are encouraged by the progress we’ve made toward making AI more responsible and free of bias. I also see people who are dismayed by the daunting
10 min read
AI Matches Patients to Drugs, Robots Crawl Sewers, New Voices for Atypical Speech, Graph Neural Networks Go Deep
Dec 01,2021

AI Matches Patients to Drugs, Robots Crawl Sewers, New Voices for Atypical Speech, Graph Neural Networks Go Deep

Dear friends, I’ve seen many new technologies go through a predictable process on their journey from idea to large scale adoption. First, a handful of experts apply their ideas intuitively. For example, 15 years
9 min read
Surveillance State In the Making?, Robot Fry Cook, U.S. AI Strategy, A Chatbot For Long Talks
Nov 24, 2021

Surveillance State In the Making?, Robot Fry Cook, U.S. AI Strategy, A Chatbot For Long Talks

ear friends, I’m grateful to the AI community for the friendships it has brought me and the benefits it has brought to billions of people. But members of the AI community
10 min read
Has AI Become Unaffordable?, Covid Confounds Price Prediction, Face Recognition Algorithms Are Not Equal, This Chatbot Knows How To Google
Nov 17, 2021

Has AI Become Unaffordable?, Covid Confounds Price Prediction, Face Recognition Algorithms Are Not Equal, This Chatbot Knows How To Google

Dear friends, The physical world is full of unique details that differ from place to place, person to person, and item to item. In contrast, the world of software is built on abstractions that make for relatively uniform coding environments and user
10 min read

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