How to Learn Coding
Technical Insights

How to Learn Coding

I’d like to share a programming tip that I’ve used for years. A large part of programming involves googling for code snippets you need on Stack Overflow and other websites. (Shh. Don’t tell the nondevelopers. ????)

September 16, 20201 min read
How to Learn Coding
Technical Insights

How to Learn Coding

I’d like to share a programming tip that I’ve used for years. A large part of programming involves googling for code snippets you need on Stack Overflow and other websites. (Shh. Don’t tell the nondevelopers. ????)

September 16, 20201 min read
How to Build Deep Expertise
Technical Insights

How to Build Deep Expertise

Did you ever spend days obsessing over a technical problem? If so, I applaud you. Determined pursuit of solutions to hard problems is an important step toward building deep expertise.

September 2, 20201 min read
How to Build Deep Expertise
Technical Insights

How to Build Deep Expertise

Did you ever spend days obsessing over a technical problem? If so, I applaud you. Determined pursuit of solutions to hard problems is an important step toward building deep expertise.

September 2, 20201 min read
From Proof of Concept to Production
Technical Insights

From Proof of Concept to Production

There has been a lot of excitement about the idea of using deep learning to diagnose diabetic retinopathy: That is by taking a photo of the retina and using AI to detect signs of disease.

May 6, 20202 min read
From Proof of Concept to Production
Technical Insights

From Proof of Concept to Production

There has been a lot of excitement about the idea of using deep learning to diagnose diabetic retinopathy: That is by taking a photo of the retina and using AI to detect signs of disease.

May 6, 20202 min read
Tips for Building Practical Machine learning systems
Technical Insights

Tips for Building Practical Machine learning systems

In an earlier letter, I wrote about the challenge of robustness: A learning algorithm that performs well on test data often doesn’t work well in a practical production environment because the real world turns out to be different than the test set.

April 29, 20201 min read
Tips for Building Practical Machine learning systems
Technical Insights

Tips for Building Practical Machine learning systems

In an earlier letter, I wrote about the challenge of robustness: A learning algorithm that performs well on test data often doesn’t work well in a practical production environment because the real world turns out to be different than the test set.

April 29, 20201 min read
Deep Learning Against Covid
Technical Insights

Deep Learning Against Covid

Last week, I asked readers to tell me what they’re doing to address the Covid-19 pandemic. Many of you wrote to say you’re taking actions such as shopping for neighbors, making masks, and creating posters that promote Covid-safe practices...

April 8, 20201 min read
Deep Learning Against Covid
Technical Insights

Deep Learning Against Covid

Last week, I asked readers to tell me what they’re doing to address the Covid-19 pandemic. Many of you wrote to say you’re taking actions such as shopping for neighbors, making masks, and creating posters that promote Covid-safe practices...

April 8, 20201 min read
Unsupervised Learning Ascendent
Technical Insights

Unsupervised Learning Ascendent

Nearly a decade ago, I got excited by self-taught learning and unsupervised feature learning — ways to learn features from unlabeled data that afterward can be used in a supervised task.

February 19, 20201 min read
Unsupervised Learning Ascendent
Technical Insights

Unsupervised Learning Ascendent

Nearly a decade ago, I got excited by self-taught learning and unsupervised feature learning — ways to learn features from unlabeled data that afterward can be used in a supervised task.

February 19, 20201 min read
Can AI Fall in Love?
Technical Insights

Can AI Fall in Love?

A student once asked me, “Can an AI ever love?”Since the early days of AI, people have wondered whether AI can ever be conscious or feel emotions. Even though an artificial general intelligence may be centuries away, these are important questions.

February 12, 20201 min read
Can AI Fall in Love?
Technical Insights

Can AI Fall in Love?

A student once asked me, “Can an AI ever love?”Since the early days of AI, people have wondered whether AI can ever be conscious or feel emotions. Even though an artificial general intelligence may be centuries away, these are important questions.

February 12, 20201 min read
Why AI Projects Fail, Part 5: Change Management
Technical Insights

Why AI Projects Fail, Part 5: Change Management

My last two letters explored robustness and small data as common reasons why AI projects fail. In the final letter of this three-part series, I’d like to discuss change management.

November 20, 20192 min read

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