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H2O.ai

H2O.ai is an open source AI and machine learning platform that allows users to build machine learning models for various applications such as predictive modeling, pattern mining, lead scoring, and fraud detection. It provides automatic data preparation, feature engineering, model building, model validation and model deployment.
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What is H2O.ai?

H2O.ai is an open source artificial intelligence and machine learning platform used for building and deploying machine learning models at scale. It provides capabilities for automatic data preparation, feature engineering, model building, model validation, model deployment, and more.

Some key capabilities and benefits of H2O.ai include:

  • Automatic data preparation - data can be loaded from various sources, cleaned, transformed, and prepared for modeling without manual intervention.
  • Algorithms - implementation of various machine learning algorithms including gradient boosted machines, generalized linear models, deep neural networks, etc.
  • Model interpretability - tools for understanding and explaining model predictions.
  • Model management - ability to track different models and model versions.
  • Scalability - models can be built on big data platforms like Hadoop and Spark for large scale machine learning.
  • Model deployment - models can be exported in various formats and integrated into production applications.
  • Open source - H2O.ai is open source under the Apache 2.0 license allowing for free usage and community development.

H2O.ai is used by companies across various industries like financial services, insurance, healthcare, marketing, and more for use cases such as predictive modeling, predictive maintenance, fraud detection etc. It provides a user-friendly web UI for non-technical users as well as Python, R and other APIs for data scientists.

Official Links

Official Website
h2o-release.s3.amazonaws.com/h2o/master...

The Best H2O.ai Alternatives

Top Apps like H2O.ai

Dataiku, R Caret, python auto-sklearn, R MLstudio, datarobot, Neural Designer, ML.NET, R mlr, SmartPredict, prevision.io, Actian, Skyl.ai are some alternatives to H2O.ai.
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Dataiku

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R Caret

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Python auto-sklearn

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R MLstudio

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Datarobot

Datarobot is an end-to-end enterprise AI platform that aims to make machine learning more accessible for organizations. It provides a graphical user interface and automation tools that allow users without specialized data science skills to build, evaluate, and deploy machine learning models.Some key capabilities of Datarobot include:Automated machine...

Neural Designer

Neural Designer is a software that enables development, simulation, and deployment of neural networks models for creating intelligent systems. It uses deep learning algorithms and techniques for fast creating accurate predictive models from large amounts of data. Key capabilities and features:Intuitive visual interface to design neural networks with drag-and-drop...

ML.NET

ML.NET is an open-source and cross-platform machine learning framework by Microsoft that allows .NET developers to develop and integrate custom machine learning models into their .NET applications using C# or F#. It supports a variety of machine learning tasks like classification, regression, clustering, anomaly detection, image classification, text analytics...

R mlr

R mlr is an R package that provides a unified interface for classification, regression, survival analysis and clustering. It features:Automated machine learning with hyperparameter tuning using various search strategies like grid search, random search, Bayesian optimization etc.Support for over 60 learners from regression, classification, survival analysis, cluster analysis etc...

SmartPredict

SmartPredict is a leading predictive analytics software that leverages artificial intelligence and machine learning to help businesses accurately forecast trends, future outcomes, and uncover new opportunities. It gathers data from multiple sources, analyzes it to identify hidden patterns and correlations, and runs complex simulations to provide data-driven insights.Key features...

Prevision.io

Prevision.io is a business intelligence and data visualization platform designed to help companies make data-driven decisions. It allows users to connect multiple data sources, clean and transform data, and create interactive dashboards and reports to gain valuable insights.Some key features of Prevision.io include:Data connectivity - Connect...

Actian

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Skyl.ai

Skyl.ai is an artificial intelligence-powered sales enablement platform designed to help sales teams have more effective customer conversations and close more deals. The software uses advanced NLP and machine learning to analyze sales calls in real-time and provide reps with contextual guidance, suggested talking points, and feedback to improve...