Make with H2O.ai Recap: Getting Started with H2O Document AI
August 5, 2022 Deep Learning H2O Document AI Make with H2O.ai NLPProduct Owner, Data Scientist, and Kaggle Grandmaster, Mark Landry presented at the Make with H2O.ai session on getting started with H2O Document AI. The session covered an overview of H2O Document AI, a tool to extract insights and automate document processing. The session also included a product demo, looking at documents as data sets, how […]
Tackling Illegal, Unreported, and Unregulated (IUU) Fishing with AI
February 28, 2022 AI4Good Computer Vision Deep Learning H2O AI Cloud Kaggle Use CasesAccording to a report by the High-Level Panel for a Sustainable Ocean Economy, it is estimated that illegal, unreported, and unregulated (IUU) fishing accounts for 20 percent of the seafood and up to 50 percent in some areas. These activities not only affect the marine ecosystem but, in a way, are linked to climate change […]
How Much is My Property Worth?
May 12, 2021 Community Deep Learning Explainable AI H2O Open Source RNote: this is a guest blog post by Jaafar Almusaad. How Much is My Property Worth? This is the million-dollar question – both figuratively and literally. Traditionally, qualified property valuers are tasked to answer this question. It’s a lengthy and costly process, but more critically, it’s inconsistent and largely subjective. Mind you, valuation is an […]
Unwrap Deep Neural Networks Using H2O Wave and Aletheia for Interpretability and Diagnostics
April 28, 2021 Deep Learning Machine Learning Interpretability WaveThe use cases and the impact of machine learning can be observed clearly in almost every industry and in applications such as drug discovery and patient data analysis, fraud detection, customer engagement, and workflow optimization. The impact of leveraging AI is clear and understood by the business; however, AI systems are also seen as black […]
Summary of a Responsible Machine Learning Workflow
March 20, 2020 Data Science Deep Learning Machine Learning Machine Learning Interpretability Neural Networks Python Responsible AIA paper resulting from a collaboration between H2O.AI and BLDS, LLC was recently published in a special “Machine Learning with Python” issue of the journal, Information (https://www.mdpi.com/2078-2489/11/3/137). In “A Responsible Machine Learning Workflow with Focus on Interpretable Models, Post-hoc Explanation, and Discrimination Testing,” coauthors, Navdeep Gill, Patrick Hall, Kim Montgomery, and Nicholas Schmidt compare model accuracy […]
How This AI Tool Breathes New Life Into Data Science
October 16, 2018 Beginners Data Journalism Data Science Deep Learning Driverless Explainable AI GPU H2O Driverless AI Machine Learning NLP Python R TechnicalAsk any data scientist in your workplace. Any Data Science Supervised Learning ML/AI project will go through many steps and iterations before it can be put in production. Starting with the question of “Are we solving for a regression or classification problem?” Data Collection & Curation Are there Outliers? What is the Distribution? What do […]
H2O-3 on FfDL: Bringing deep learning and machine learning closer together
June 25, 2018 Community Deep Learning H2O TechnicalThis post originally appeared in the IBM Developer blog here. This post is co-authored by Animesh Singh, Nicholas Png, Tommy Li, and Vinod Iyengar. Deep learning frameworks like TensorFlow, PyTorch, Caffe, MXNet, and Chainer have reduced the effort and skills needed to train and use deep learning models. But for AI developers and data scientists, […]
AI in Healthcare – Redefining Patient & Physician Experiences
May 14, 2018 Community Data Science Deep LearningRegister for the Meetup Here Patients, physicians, nurses, health administrators and policymakers are beneficiaries of the rapid transformations in health and life sciences. These transformations are being driven by new discoveries (etiology, therapies, and drugs/implants), market reconfiguration and consolidation, a movement to value-based care, and access/affordability considerations. The people and systems that are driving these […]
Happy Holidays from H2O.ai
December 31, 2017 Deep Learning Machine LearningDear Community, Your intelligence, support and love have been the strength behind an incredible year of growth, product innovation, partnerships, investments and customer wins for H2O and AI in 2017. Thank you for answering our rallying call to democratize AI with our maker culture. Our mission to make AI ubiquitous is still fresh as dawn […]
H2O + TensorFlow on AWS GPU
July 13, 2016 Deep Learning TutorialsTensorFlow on AWS GPU instance In this tutorial, we show how to setup TensorFlow on AWS GPU instance and run H2O Tensorflow Deep learning demo. Pre-requisites: To get started, request an AWS EC2 instance with GPU support. We used a single g2.2xlarge instance running Ubuntu 14.04.To setup TensorFlow with GPU support, following softwares should be […]