DrivenData blog

Explore the latest in our mission to build a better world using data science and AI.

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insights

Data Tornadoes: What the flurry of AI ethics conversations misses

This era of generative AI is changing how we think and talk about AI ethics, but we shouldn't lose sight of what matters.

winners

Meet the winners of the Tick Tick Bloom: Harmful Algal Bloom Detection Challenge

Meet the participants who cracked the code to detect harmful algal blooms! Monitoring cyanobacteria in lakes and reservoirs keeps both the human and marine life that rely on these water bodies safe and healthy.

case studies

Tracking attacks on health care in Ukraine

DrivenData built a real-time, interactive map to visualize attacks on the Ukrainian health care system. The map will support partner efforts to provide aid, hold aggressors accountable in court, and increase public awareness.

community

Happy April Fools' Day 2023

Learn more about DrivenData's recently announced AI chatbot, April.

winners

Meet the Final Winners of the U.S. PETs Prize Challenge

Learn how these top teams applied novel privacy-enhancing technologies to the problems of financial crime and pandemic forecasting.

winners

Meet the BioMassters

Meet the minds behind the top models for predicting aboveground biomass using remote sensing data!

tutorial

VisioMel Challenge: Predicting Melanoma Relapse - Benchmark

Get started with the VisioMel Challenge! Come up with the best algorithms for predicting melanoma relapse.

insights

What wins data competitions? (And what you can learn from it)

Learn what wins data competitions in 2022 and 2023, and how you can apply these insights to your own work.

tools

The Basics of Python Packaging in Early 2023

Explaining the basic concepts and best practices for creating Python packages in early 2023 using pyproject.toml build standards.

tutorial

Pushback to the Future: Predict Pushback Time at US Airports - Benchmark

Get started with the Pushback to the Future challenge! Come up with the best algorithms for predicting a flight's pushback time from real-time flight data.

resources

What's a takahē?

Although Zamba's models are trained with animals from Africa and Europe, they can be used with videos from other locations that show species the models have never seen. We demonstrate with a dataset from New Zealand.

winners

Meet the winners of the Mars Spectrometry 2: Gas Chromatography Challenge

Meet the minds behind the top models for identifying the chemical composition of planetary soil samples using gas chromatography-mass spectrometry!

tutorial

How to Predict Harmful Algal Blooms Using LightGBM and Satellite Imagery

We'll show how to use satellite imagery and LightGBM to create a tree-based model predicting harmful algal blooms. This post will help you get started on our new Tick Tick Bloom Challenge!

resources

Standing on the Threshold

Using probabilistic classifications from Zamba, we can automatically remove a large majority of blank videos while controlling the fraction of wildlife videos we lose. But how do we know where to draw the line?

resources

Getting started with the Meta AI Video Similarity Challenge

In this post, we walk through the steps for getting started with the Meta AI Video Similarity Challenge.

winners

Meet the Winners of the U.S. PETs Prize Challenge: Phase 1

Hear how these top teams applied novel privacy-enhancing technologies to the problems of financial crime and pandemic forecasting.

resources

Find all the pangolins

We can use Zamba's probablistic classifications to search for videos containing specific animals. Particularly for small animals, this strategy can be highly effective.

tutorial

The BioMassters Challenge - Benchmark

In this guest post by MathWorks, we'll show you how to start working with satellite data to help conservationists predict above ground biomass.

resources

You can stop watching blank videos

Using Zamba's probablistic classifications, you can identify and remove blank videos -- saving viewing time, storage space, and data transfer costs -- while minimizing the loss of videos that contain animals.

case studies

Computer Vision for Wildlife Monitoring in a Changing Climate

Through the Patrick J. McGovern Foundation Accelerator, DrivenData and the Wild Chimpanzee Foundation are teaming up to create automated, accurate, and accessible species detection tools.

tutorial

Mars Spectrometry 2: Gas Chromatography - Benchmark

In this post, we will show you how to get started on analyzing gas chromatography-mass spectrometry (GCMS) data.

winners

Meet the winners of the Snowcast Showdown competition

Meet the winners who most accurately estimated snow water equivalent across the Western U.S. in real-time.

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