Cartoon with a joke about choices
Business Insights

How to Build AI Products and Businesses: Two Strategies

Building AI products and businesses requires making tough choices about what to build and how to go about it. I’ve heard of two styles: Ready, Aim, Fire and Ready, Fire, Aim
Photograph of a two-way road in the woods
Business Insights

How to Make Tough Decisions

In school, most questions have only one right answer. But elsewhere, decisions often come down to a difficult choice among imperfect options. I’d like to share with you some approaches that have helped me make such decisions.
Many research papers
Business Insights

Rules for Corporate AI Researchers

When a researcher works for a company, what rights should they have to publish their work, and what rights should the company that sponsored the work have? This issue has come up many times in the AI community across many companies...
Light bulb on
Business Insights

Advice for Start-Up Founders

The rise of AI creates opportunities for new startups that can move humanity forward. In the 1990s, the internet was embraced successfully by incumbent companies including Apple and Microsoft, but it also inspired hugely impactful...
Santa Clara County's I Voted sticker
Business Insights

How to Think About Probabilities

As I write this letter, the vote count is underway in yesterday’s U.S. presidential election. The race has turned out to be tight. In their final forecast last night, the political analysts at suggested an 89 percent chance that Joe Biden would win.
LandingLens platform
Business Insights

The Rise of the Industrial AI Development Platform

Today Landing AI, where I am CEO, launched LandingLens, an AI-powered platform that helps manufacturers develop computer vision solutions that can identify defective products.
Balance with the word "present" down and the word "future" up
Business Insights

How to Manage Uncertainty

There’s a lot we don’t know about the future: When will a Covid-19 vaccine be available? Who will win the next election? Or in a business context, how many customers will we have next year?
Dishwasher robot placing a plate
Business Insights

How to Spot High-Impact Technologies

AI researchers keep coming up with impressive innovations: transformer-based language models, self-supervised learning, deep reinforcement learning, small data. All of these developments hold great promise.
Zoom call with the Ng family celebrating Andrew Ng's grandfather’s 102nd birthday
Business Insights

Global Communications and the New Normal

Over the weekend, my family celebrated my grandfather’s 102nd birthday on Zoom. We dialed in from Hong Kong (my grandfather), the U.S. (myself), the UK, Singapore, and New Zealand.
Men on either side of Blue Nile River in Ethiopia pull each other across the broken bridge by a rope
Business Insights

Covid-19 Transforms Industries

Inflection points in society create opportunities. The rise of online video was an inflection point that enabled scalable online education.
Andrew Ng working on three computers at the same time
Business Insights

Covid and the Remote Work Experiment

When I was younger, I was not a fan of working from home. Too many distractions! So I worked a lot in coffee shops. They turned out to be convenient places to talk to strangers and ask for feedback about products I was working on...
Photo of Omoju Miller, senior ML engineer at Github
Business Insights

Think Strategically, Not Tactically

When it comes to artificial intelligence, one of the biggest mistakes large companies make is thinking tactically rather than strategically. What’s the difference? Some taxi companies thought they had the internet...

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