Developing AI Products Part 1: How AI Product Development is Different From Traditional Software
Letters

Developing AI Products Part 1: How AI Product Development is Different From Traditional Software

With the rise of software engineering over several decades, many principles of how to build traditional software products and businesses are clear. But the principles of how to build AI products and businesses are still developing.

June 23, 20212 min read
Ready, Set, Improve the Data!
Letters

Ready, Set, Improve the Data!

I’m thrilled to announce the first data-centric AI competition! I invite you to participate.For decades, model-centric AI competitions, in which the dataset is held fixed while you iterate on the code, have driven our field forward.

June 16, 20211 min read
Ready, Set, Improve the Data!
Letters

Ready, Set, Improve the Data!

I’m thrilled to announce the first data-centric AI competition! I invite you to participate.For decades, model-centric AI competitions, in which the dataset is held fixed while you iterate on the code, have driven our field forward.

June 16, 20211 min read
Congratulations to all the Graduates!
Letters

Congratulations to all the Graduates!

Around the world, students are graduating. If you’re one of them, or if someone close to you is graduating, congratulations!!! My family swapped pictures on WhatsApp recently and came across this one...

June 9, 20211 min read
Congratulations to all the Graduates!
Letters

Congratulations to all the Graduates!

Around the world, students are graduating. If you’re one of them, or if someone close to you is graduating, congratulations!!! My family swapped pictures on WhatsApp recently and came across this one...

June 9, 20211 min read
How to Make Tough Decisions
Letters

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.

June 2, 20212 min read
How to Make Tough Decisions
Letters

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.

June 2, 20212 min read
Data-Centric AI Development: A New Kind of Benchmark
Letters

Data-Centric AI Development: A New Kind of Benchmark

Benchmarks have been a significant driver of research progress in machine learning. But they've driven progress in model architecture, not approaches to building datasets, which can have a large impact on performance in practical applications.

May 26, 20212 min read
Data-Centric AI Development: A New Kind of Benchmark
Letters

Data-Centric AI Development: A New Kind of Benchmark

Benchmarks have been a significant driver of research progress in machine learning. But they've driven progress in model architecture, not approaches to building datasets, which can have a large impact on performance in practical applications.

May 26, 20212 min read
When Not to Use Machine Learning
Letters

When Not to Use Machine Learning

I decided last weekend not to use a learning algorithm. Sometimes, a non-machine learning method works best.Now that my daughter is a little over two years old and highly mobile, I want to make sure the baby gate that keeps her away from the stairs is always shut.

May 19, 20211 min read
When Not to Use Machine Learning
Letters

When Not to Use Machine Learning

I decided last weekend not to use a learning algorithm. Sometimes, a non-machine learning method works best.Now that my daughter is a little over two years old and highly mobile, I want to make sure the baby gate that keeps her away from the stairs is always shut.

May 19, 20211 min read
Introducing the Machine Learning Engineering for Production (MLOps) Specialization
Letters

Introducing the Machine Learning Engineering for Production (MLOps) Specialization

So you’ve trained an accurate neural network model in a Jupyter notebook. You should celebrate! But . . . now what? Machine learning engineering in production is an emerging discipline that helps individual engineers and teams put models into the hands of users.

May 12, 20212 min read
Introducing the Machine Learning Engineering for Production (MLOps) Specialization
Letters

Introducing the Machine Learning Engineering for Production (MLOps) Specialization

So you’ve trained an accurate neural network model in a Jupyter notebook. You should celebrate! But . . . now what? Machine learning engineering in production is an emerging discipline that helps individual engineers and teams put models into the hands of users.

May 12, 20212 min read
Data-Centric-AI Development: The Platform Approach
Letters

Data-Centric-AI Development: The Platform Approach

It can take 6 to 24 months to bring a machine learning project from concept to deployment, but a specialized development platform can make things go much faster.My team at Landing AI has been working on a platform called LandingLens for efficiently building computer vision models.

May 5, 20212 min read
Data-Centric-AI Development: The Platform Approach
Letters

Data-Centric-AI Development: The Platform Approach

It can take 6 to 24 months to bring a machine learning project from concept to deployment, but a specialized development platform can make things go much faster.My team at Landing AI has been working on a platform called LandingLens for efficiently building computer vision models.

May 5, 20212 min read

Subscribe to The Batch

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