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Interpretability: The missing link between machine learning, healthcare, and the FDA?
Interpretability: The missing link between machine learning, healthcare, and the FDA?
by h2oai August 23, 2018 Explainable AI H2O Driverless AI Machine Learning

Recent advances enable practitioners to break open machine learning’s “black box”. From machine learning algorithms guiding analytical tests in drug manufacture, to predictive models recommending courses of treatment, to sophisticated software that can read images better than doctors, machine learning has promised a new world of healthcare where algorithms can assist, or even outperform, professionals […]

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The different flavors of AutoML
by Erin LeDell August 15, 2018 AutoML Data Science H2O H2O Driverless AI

In 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 […]

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How to Frame Your Business Problem for Automatic Machine Learning
How to Frame Your Business Problem for Automatic Machine Learning
by h2oai June 13, 2018 Data Science H2O Driverless AI Machine Learning Uncategorized [EN]

Over 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, […]

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Time is Money! Automate Your Time-Series Forecasts with Driverless AI
by Jo-fai Chow June 12, 2018 H2O Driverless AI

Time-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 […]

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From Kaggle Grand Masters’ Recipes to Production Ready in a Few Clicks
by Jo-fai Chow May 9, 2018 H2O Driverless AI Tutorials

Introducing 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 […]

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Come meet the Makers!
Come meet the Makers!
by Vinod Iyengar March 26, 2018 Data Science Driverless Events H2O Driverless AI H2O4GPU

NVIDIA’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 […]

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How Driverless AI Prevents Overfitting and Leakage
by h2oai March 23, 2018 H2O Driverless AI

By 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, […]

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Driverless AI – Introduction, Hands-On Lab and Updates
Driverless AI – Introduction, Hands-On Lab and Updates
by Web Inertia 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 […]

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