Navigating the challenges of time series forecasting
April 12, 2023 Time SeriesJon Farland is a Senior Data Scientist and Director of Solutions Engineering for North America at H2O.ai. For the last decade, Jon has worked at the intersection of research, technology and energy sectors with a focus on developing large scale and real-time hierarchical forecasting systems. The machine learning models that drive these forecasting systems are […]
An Introduction to Time Series Modeling: Traditional Time Series Models and Their Limitations
December 3, 2021 H2O AI Cloud Time SeriesIn the first article in this series, we broke down the preprocessing and feature engineering techniques needed to build high-performing time series models. But we didn’t discuss the models themselves. In this article, we will dig into this. As a quick refresher, time series data has time on the x-axis and the value you are […]
An Introduction to Time Series Modeling: Time Series Preprocessing and Feature Engineering
October 26, 2021 Time SeriesTime is the only nonrenewable resource – Sri Ambati, Founder and CEO, H2O.ai. Prediction is very difficult, especially if it’s about the future – Niels Bohr, Nobel Prize-Winning Physicist. Despite its inherent difficulty, every business needs to make predictions. You may want to forecast sales or estimate demand or gauge future inventory levels. Perhaps you […]
Time Series Forecasting Best Practices
October 15, 2021 H2O AI Cloud Technical Posts Time SeriesEarlier this year, my colleague Vishal Sharma gave a talk about time series forecasting best practices. The talk was well-received so we decided to turn it into a blog post. Below are some of the highlights from his talk. You can also follow the two software demos and try it yourself using our H2O AI […]
Modelling Currently Infected Cases of COVID-19 Using H2O Driverless AI
March 30, 2020 AI4Good Explainable AI GLM H2O Driverless AI Healthcare Machine Learning Machine Learning Interpretability Responsible AI Technical Time SeriesIn response to the wake of the pandemic called COVID-19, H2O.ai organized a panel discussion to cover AI in healthcare, and some best practices to put in place in order to achieve better outcomes. The attendees had many questions that we did not have the time to cover thoroughly throughout the course of that 1-hour […]
COVID-19: Doing Good with Data + AI
March 26, 2020 AI4Good Data Science Healthcare Machine Learning Time SeriesDuring times of severe societal strain, individuals have historically shown an inclination to offer aid and assistance. Often these sacrifices have been at great cost to life or livelihood. In other cases, the efforts have been seemingly more mundane but nevertheless still essential. The efforts of the over 10,000 women code breakers of World War […]