Solving your most impactful problems via BigData & AI

Perform hierarchical reconciliation of forecasts very simply using the Darts open-source library

We share our journey to potentially help others to take the plunge. We also want to reflect and think of what to do next.

We explore training forecasting models on a large and diverse time series dataset, in order to forecast new series without training.

A report to predicting ground & soil characteristics by using machine learning on satellite data.

How to navigate uncertainty when predicting the future using probabilistic forecasting models in Darts. Timeseries forecasting

What it takes to have a healthy culture and a great team.

Building models that are able to capture external data is often a key aspect of time series forecasting projects. For instance:

You need to bring DevOps-like practices to Machine Learning (MLOps) to improve the chance of making your project successful.

Advanced analytics and artificial intelligence (AI) are becoming increasingly important for the chemical industries. In the past, chemical…

Data has been at the heart of the insurance industry since its beginnings. Get an update on rapidly spreading AI technologies in insurance

The article discusses the topic of machine learning based anomaly detection on financial transactions.

Any quantity varying over time can be represented as a time series: sales numbers, rainfalls, stock prices, CO2 emissions, Internet clicks…

Unit8 & WWF —a case study of wildfire spread prediction in South America

Unit8’s obesrvations based on the collaboration with #digitalswitzerland during the #swissdigitaldays 2020

Potential of AI to transform industries is being broadly discussed in the media. Check best practices by Daimler’s Walid Mehanna.

How a convolutional network with some simple adaptations can become a powerful tool for sequence modeling and forecasting.

Unit8 & Microsoft Switzerland announced a partnership in Data and Artificial Intelligence (AI) domain to jointly deliver innovative…

Introduction

Unit8 SA is on a mission to drive AI adoption in the industry and to help close the AI knowledge gap.

Time series simply represent data points over time. They are thus everywhere in nature and in business: temperatures, heartbeats, births…

As part of Unit8’s mission we’re committed to driving the adoption of AI within the industry, focusing especially on the non-digital…

This is joint work with Julien Herzen. The complete code is available here.

An article by Radu Jica and Bianca Stancu about Entity Resolution, a first step before any further analytics/AI can be applied to a…

End-to-end training of a neural network saying where to go next