Bodiam Castle at East Sussex, England
Letters

How to Build AI Startups Part 2: Will a Data Moat Protect You?

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.
Hot air balloons and rocket departing
Letters

How to Build AI Startups Part 1: Hard Tech

AI businesses differ from traditional software startups in important ways. For instance, technical feasibility isn’t always clear, product specification is complex, and data is necessary to train and test the system.
Social media logos as a puzzle
Letters

How To Build Truly Free Social Networks

It's official: Elon Musk will buy Twitter, pending approval of the transaction by the company's stockholders and the U.S. government.
Twitter logo escaping from a cage
Letters

Should Twitter Publish Its Ranking Algorithm?

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.
The Joy of Conversation (About AI and Other Things)
Letters

The Joy of Conversation (About AI and Other Things)

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.
Jupyter Notebooks
Letters

Presenting a Technical Concept? Use a Jupyter Notebook

Machine learning engineers routinely use Jupyter Notebooks for developing and experimenting with code. They’re a regular feature in DeepLearning.AI’s courses. But there’s another use of Jupyter Notebooks that I think is under-appreciated.
Darts board
Letters

Knowing When You Need Help

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.
Excerpt from "The New Colossus" by Emma Lazarus, cast in a plaque
Letters

Welcoming Refugees

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.
Wooden ladder pointing to the sky with a hand on it
Letters

How AI Can Help Achieve Humanity's Grand Challenges

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...
Artificial-general-intelligence meme
Letters

Artificial General Intelligence: Hope or Hype?

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.
DeepLearning.AI group of learners with Andrew Ng
Letters

How to Advocate for AI in Your Organization

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.
Doves flying over barbed wire
Letters

Does AI Have a Role in Warfare?

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...
Datacentric AI logo
Letters

New Data-Centric AI Resources!

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...
Andrew Ng speaking at the A3 Business Forum in Orlando, Florida
Letters

AI for Industrial Automation — and Beyond

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...
Board game with books and neural networks over it
Letters

Deep Learners, We Salute You!

Every day, I’m inspired by the efforts of you who take our courses, gain technical skills, find jobs, or build things that I never would have imagined. To each one of you who is learning about and building AI, thank you.

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