The different flavors of AutoML
August 15, 2018 AutoML Data Science H2O H2O Driverless AIIn recent years, the demand for machine learning experts has outpaced the supply, despite the surge of people entering the field. To address this gap, there have been big strides in the development of user-friendly machine learning software (e.g. H2O, scikit-learn, keras). Although these tools have made it easy to train and evaluate machine learning […]
How to Frame Your Business Problem for Automatic Machine Learning
June 13, 2018 Data Science H2O Driverless AI Machine Learning UncategorizedOver the last several years, machine learning has become an integral part of many organizations’ decision-making at various levels. With not enough data scientists to fill the increasing demand for data-driven business processes, H2O.ai has developed a product called Driverless AI that automates several time consuming aspects of a typical data science workflow: data visualization, […]
Time is Money! Automate Your Time-Series Forecasts with Driverless AI
June 12, 2018 H2O Driverless AITime-series forecasting is one of the most common and important tasks in business analytics. There are many real-world applications like sales, weather, stock market, energy demand, just to name a few. We strongly believe that automation can help our users deliver business value in a timely manner. Therefore, once again we translated our Kaggle Grand […]
From Kaggle Grand Masters’ Recipes to Production Ready in a Few Clicks
May 9, 2018 H2O Driverless AI TutorialsIntroducing Accelerated Automatic Pipelines in H2O Driverless AI At H2O, we work really hard to make machine learning fast, accurate, and accessible to everyone. With H2O Driverless AI, users can leverage years of world-class, Kaggle Grand Masters experience and our GPU-accelerated algorithms (H2O4GPU) to produce top quality predictive models in a fully automatic and timely […]
Come meet the Makers!
March 26, 2018 Data Science Driverless Events H2O Driverless AI H2O4GPUNVIDIA’s GPU Technology Conference (GTC) Silicon Valley, March 26-29th is the premier AI and deep learning event, providing you with training, insights, and direct access to the industry’s best and brightest. It’s where you will see the latest breakthroughs in self-driving cars, smart cities, healthcare, high-performance computing, virtual reality and more, and all because of […]
How Driverless AI Prevents Overfitting and Leakage
March 23, 2018 H2O Driverless AIBy Marios Michailidis, Competitive Data Scientist, H2O.ai In this post, I’ll provide an overview of overfitting, k-fold cross-validation, and leakage. I’ll also explain how Driverless AI avoids overfitting and leakage. An Introduction to Overfitting A common pitfall that causes machine learning models to fail when tested in a real-world environment is overfitting. In Driverless AI, […]
Driverless AI – Introduction, Hands-On Lab and Updates
December 15, 2017 H2O Driverless AI#H2OWorld was an incredible experience. Thank you to everyone who joined us! There were so many fascinating conversations and interesting presentations. I’d love to invite you to enjoy the presentations by visiting our YouTube channel. Over the next few weeks, we’ll be highlighting many of the talks. Today I’m excited to share two presentations focused […]