DrivenData blog

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

Content list

tools

The missing guide to AzureML, Part 2: Configuring your compute script and compute target

Configure cloud hardware and software to run your machine learning code.

tools

The missing guide to AzureML, Part 1: Setting up your AzureML workspace

Get acquainted with core Azure and AzureML concepts, and set up your first AzureML workspace.

tutorial

Advance Alzheimer’s Research with Stall Catchers - Benchmark

In this guest post by MathWorks, we'll show you how to start working with videos to determine if a blood vessel is stalled or flowing.

tutorial

How to build a multimodal deep learning model to detect hateful memes

We're launching a new competition to detect hateful memes. In this post, we'll show you how to get started!

winners

Meet the winners of the Open Cities AI Challenge

Meet the winners with the best building segmentation models and ethical perspectives for disaster risk management

case studies

Mining chat messages with plant doctors using language models

Automated recognition of agricultural entities (such as crops, pests, diseases, and chemicals) in WhatsApp and Telegram messages among plant doctors enables new ways to surface emerging trends and improve science-based guidance for smallholder farmers

tutorial

Flu Shot Learning: Predict H1N1 and Seasonal Flu Vaccines - Benchmark

In this post, we will show you how to get started with machine learning for predicting flu vaccination.

winners

Meet the winners of the Hakuna Ma-Data Challenge

Meet the winners who built the best wildlife identifiers!

winners

Meet the winners of the Open AI Caribbean Challenge

Meet the winners who were best able to map disaster risk from aerial imagery!

tutorial

Segmenting Buildings for Disaster Resilience - Benchmark

We'll show you how to start detecting building outlines for our latest disaster resilience challenge.

tutorial

How to Use Deep Learning to Identify Wildlife

We show you how to get off to a wild start on our animal identification competition using a neural network!

tutorial

Mapping Disaster Risk from Aerial Imagery - Benchmark

In this post we'll show you how to start working with aerial imagery to classify the roof material of buildings in St. Lucia, Guatemala, and Colombia.

tutorial

Richter's Predictor - Benchmark

In this post we'll show you how to start using data science to predict the extent of earthquake damage!

tools

Our Minimum Viable Process for changing and deploying software

Over the years, we have gradually settled on a process for changing and releasing software that is robust enough to prevent common failure modes but lightweight enough to be minimally annoying. Here’s what it looks like when we make a change.

winners

Meet the winners of Sustainable Industry: Rinse Over Run

Meet the winners who were best able to predict cleanliness levels and draw insights for more sustainable industrial practices!

tutorial

Sustainable Industry: Rinse Over Run - Benchmark

We're really excited to launch our latest competition! In addition to an interesting, new prize structure, the subject matter is at the intersection of sustainability and industry. Improvements to these kinds of processes can have upside for both a business and the planet.

winners

Meet the winners of Power Laws: Cold Start Energy Forecasting

Meet the winners who were best able to tackle the cold start problem in energy forecasting!

media

DrivenData On The Air: Of Checklists, Ethics, and Data

Emily Dorne and Peter Bull discuss project deon on Podcast.init!

case studies

Advancing data reporting and analytics in off-grid solar

Over 1 billion people lack access to electricity, and off-grid solutions need investment. DrivenData worked with The World Bank to analyze repayment data across dozens of pay-as-you-go (PAYG) off-grid solar energy companies and build out key performance indicators for PAYG portfolios.

tutorial

How to Use an LSTM for Timeseries and the Cold-start Problem

We show you how to get a warm start on our cold start competition using a neural network!

tutorial

Machine Learning With A Heart - Benchmark

We've all got to start somewhere. In this post we'll show you how to start using data science to predict heart health!

case studies

Mapping agricultural supply chains from source to shelf

DrivenData worked with Fair Trade USA to create a "supply chain map" with interactive visualizations of how products were assembled, in space and time, from their origins to their retail destinations.

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