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.
Rocket taking off
Letters

8 Keys to Building a Career in AI

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 than...
Sleigh made of gift boxes
Letters

The Spirit of Giving in AI and Beyond

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.
Screen capture from the Data-Centric AI Workshop
Letters

The NeurIPS Data-Centric AI Workshop Was Amazing!

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 systems. I wish the whole DeepLearning.AI community could have been there!
Principles of data
Letters

Toward Systematic Data Engineering

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.
Project management cartoon
Letters

Solving AI Problems With Civility

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 don’t always honor one another.

Subscribe to The Batch

Stay updated with weekly AI News and Insights delivered to your inbox