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The Challenges and Benefits of AutoML
by Bruna Smith October 14, 2020 AutoML H2O Driverless AI Machine Learning Responsible AI

Machine Learning and Artificial Intelligence have revolutionized how organizations are utilizing their data. AutoML or Automatic Machine Learning automates and improves the end-to-end data science process. This includes everything from cleaning the data, engineering features, tuning the model, explaining the model, and deploying it into production. AutoML accelerates your AI initiatives and can help make […]

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Empowering Snowflake Users with AI using SQL
Empowering Snowflake Users with AI using SQL
by Bruna Smith October 12, 2020 Community Machine Learning Partners Technical Tutorials

At H2O.ai we work with many enterprise customers, all the way from Fortune 500 giants to small startups. What we heard from all these customers as they embark on their data science and machine learning journey is the need to capture and manage more data cost-effectively, and the ability to share that data across their […]

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3 Ways to Ensure Responsible AI Tools are Effective
by Bruna Smith October 7, 2020 Explainable AI H2O Driverless AI Machine Learning Machine Learning Interpretability Responsible AI

Since we began our journey making tools for explainable AI (XAI) in late 2016, we’ve learned many lessons, and often the hard way. Through headlines, we’ve seen others grapple with the difficulties of deploying AI systems too. Whether it’s: a healthcare resource allocation system that likely discriminated against millions of black people data privacy violations […]

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Accelerating AI Transformation in Healthcare
by Bruna Smith October 7, 2020 Business Community H2O Driverless AI Machine Learning

The healthcare industry is evolving rapidly with volumes of data and increasing challenges. Early adopters of AI and machine learning in the healthcare space have embraced new data-driven initiatives and are reaping the benefits not only in terms of patient care but also in their own operations. Hospitals, physicians, and laboratories can now use patient […]

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5 Key Considerations for Machine Learning in Fair Lending
by Bruna Smith September 21, 2020 Financial Services Machine Learning Machine Learning Interpretability Responsible AI Shapley

This month, we hosted a virtual panel with industry leaders and explainable AI experts from Discover, BLDS, and H2O.ai to discuss the considerations in using machine learning to expand access to credit fairly and transparently and the challenges of governance and regulatory compliance. The event was moderated by Sri Ambati, Founder and CEO at H2O.ai. […]

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The Benefits of Budget Allocation with AI-driven Marketing Mix Models
by Bruna Smith September 17, 2020 AutoML Business Customer GBM GLM Machine Learning Use Cases

Excerpt of the white paper: “The Latest in AI Technologies Reinvent Media and Marketing Analytics @ Allergan” Authors: Akhil Sood, Associate Director @ Marketing Sciences, Allergan Dr. Michael Proksch, Senior Director @ H2o.ai Vijay Raghavan, Associate Vice President @ Marketing Sciences, Allergan Introduction The call for accountability in marketing has been growing over recent years […]

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On-Ramp to AI
by Bruna Smith June 11, 2020 Beginners Community H2O Driverless AI Machine Learning Makers Tutorials Uncategorized

The path to democratize AI starts with one class Artificial Intelligence (AI) is like a superhighway, it’s moving fast, evolving, and growing quickly. Like most things in life, data scientists are not born with AI and Machine Learning(ML) knowledge. They learn it. Learning is a journey.  At H2O.ai, we are on a mission to democratize AI. […]

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Are All Your AI and ML Models Wrong?
by Bruna Smith May 5, 2020 Machine Learning Makers

We are living in unprecedented times. Our society and economy are experiencing shocks beyond anything we have seen in living history. Beyond the human cost, there is a data science and machine learning elephant in the room (hopefully 2 meters away): Are your predictive models still doing the job you expect them to do? The […]

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Brief Perspective on Key Terms and Ideas in Responsible AI
by Erika Kamholz April 2, 2020 Data Science Explainable AI Machine Learning Responsible AI

INTRODUCTION As fields like explainable AI and ethical AI have continued to develop in academia and industry, we have seen a litany of new methodologies that can be applied to improve our ability to trust and understand our machine learning and deep learning models. As a result of this, we’ve seen several buzzwords emerge. In […]

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Three Ways Data and AI is Helping Against COVID19
by Erika Kamholz April 1, 2020 AI4Good Data Science Healthcare Machine Learning

We are in the midst of a global crisis that epidemiologists have warned us about. As of today, 180 countries and sovereign regions have confirmed cases of patients infected with COVID19 (from here). Putting aside evidence that indicates the virulence of the disease could be much worse, the fast spread of the virus and the […]

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