AutoML: when you want to be completely out of the think loop.

Predictive analytics - machine learning is when a lot of data is used to predict some other data by finding which parts affect which other parts. The goal is to reduce RMSE and that is a pretty simple metric. There used to be a time when a data scientist had to munge wrangle data, create generate and select features, select models and hyperparameters and maybe even understand the data. Not anymore. Now the system just runs its self and out pops the best possible answer with less interpret-ability than there ever used to be.


  • datarobot

    Commercial Web Self-Hosted Website

    DataRobot's automated machine learning platform makes it fast and easy to build and deploy accurate predictive models. Learn how you can become an AI-driven enterprise today.

    Healthcare

    The healthcare industry has massive amounts of data available in health records, clinical trials, and billings and claims processing systems; and yet, the industry still struggles to unlock value in this data to drive better patient outcomes and comply with healthcare regulations.

    Automated machine learning is helping transform the billions of data points collected in electronic health records, clinical trials, and billings and claims processing into predictions that drive down costs, improve operations, and ultimately, save lives.

     

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  • Cloud AutoML

    Freemium Web Website

    Cloud AutoML helps you easily train high quality custom machine learning models with limited machine learning expertise needed.

     

  • H2O.ai

    Free Mac Windows Linux Java Website

    H2O is an open source, in-memory, distributed, fast, and scalable machine learning and predictive analytics platform that allows you to build machine learning models on big data and provides easy productionalization of those models in enterprise env.

     

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  • R MLstudio

    Free Mac Windows Linux Self-Hosted R (programming language) Website

    The ML Studio is interactive for EDA, statistical modeling and machine learning applications. Based on Shiny, with Plotly interactive data visualization, DT HTML tables and H2O machine learning and deep. data science pipeline workflow.

     

  • R mlr

    Free Personal Mac Windows Linux R (programming language) Website

    mlr provides this so that you can focus on your experiments! The framework provides supervised methods like classification, regression and survival analysis along with their corresponding evaluation and optimization methods, as well as unsupervised methods like clustering. It is written in a way that you can extend it yourself or deviate from the implemented convenience methods and your own complex experiments.
    package is nicely connected to the OpenML R package , which aims at supporting collaborative machine learning online and allows to easily share datasets as well as machine learning tasks, algorithms and experiments.
    Clear S3 interface to R classification, regression, clustering and survival analysis methods
    Possibility to fit, predict, evaluate and resample models
    Easy extension mechanism through S3 inheritance
    Abstract description of learners and tasks by properties
    Parameter system for learners to encode data types and constraints
    Many convenience methods and generic building blocks for your machine learning experiments
    Resampling methods like bootstrapping, cross-validation and subsampling
    Extensive visualizations for e.g. ROC curves, predictions and partial predictions
    Benchmarking of learners for multiple data sets
    Easy hyperparameter tuning using different optimization strategies, including potent configurators like iterated F-racing (irace) or sequential model-based optimization
    Variable selection with filters and wrappers
    Nested resampling of models with tuning and feature selection
    Cost-sensitive learning, threshold tuning and imbalance correction
    Wrapper mechanism to extend learner functionality in complex and custom ways
    Combine different processing steps to a complex data mining chain that can be jointly optimized
    OpenML connector for the Open Machine Learning server
    Extension points to integrate your own stuff
    Parallelization is built-in
    Unit-testing

     

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  • WEKA

    Free Mac Windows Linux Website

    Weka is a collection of machine learning algorithms for data mining tasks; with its own GUI.

    (The application is named after a flightless bird of New Zealand that is very inquisitive.)

    The algorithms can either be applied directly to a dataset or called from your own Java code.

    Weka contains tools for data pre-processing, classification, regression, clustering, association rules, and visualization. It is also well-suited for developing new machine learning schemes.

     

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  • prevision.io

    Commercial Web Website

    "Predict, intelligently manage, interpret behaviors, automate, Prevision.io brings artificial intelligence into your business at an affordable cost and unparalleled performance."

    ENERGY
    Ensure a perfectly reliable electricity distribution nationwide, predict demand and production or control energy consumption.

    E-COMMERCE
    Manage relationships with millions of customers, portfolio of hundreds of products, and predict the actions of its users.

    DISTRIBUTION
    Analyze trends and events to predict, every day, how many customers will come to your stores.

    POWER
    A platform running 24/7 capable of delivering results on demand through a fully automated system.

    EASE
    Send the data is your only job. The platform does the rest for you.

    SECURITY
    The data flow is completely secure, the data is destroyed once the models are generated.

    BEST MODELS
    Our data scientists work every day to offer you the best platform, capable of creating models of exceptional quality, regardless of the use case or the field of application.

    MODEL MANAGEMENT
    Manage the end-to-end process: create new projects, observe the learning phase, use the models as you wish, forecast in total autonomy

     

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  • RapidMiner

    Freemium Mac Windows Linux Website

    RapidMiner makes data science teams more productive through an open source platform for data prep, machine learning, and model deployment.

     

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  • IBM Watson Analytics

    Commercial Web Website

    IBM Watson Analytics offers smart data discovery-from the cloud

    Watson Analytics offers cognitive, predictive, & visual analytics in an easy-to-use service you can use on your own to find answers in your data. Even extend your data for a complete view of your business. For example, included with paid editions, users can tap directly into a sample of the Twitter Firehose to bring social insights into business decisions.
    Wherever you are in your business, with Watson Analytics, you can get better data, understand your business, tell a story and think ahead.

    "Watson Analytics gave me decision-making insight to my data in minutes. I tested the analytics against another program to see if the results would differ. Upon investigation, Watson Analytics gave me more detailed analysis with easy to communicate results in a few minutes as compared to days of setting up tests to run."
    -Mark C. Lack - Manager, Strategy Analytics & BI, Mueller Inc.

    Features and Benefits at a Glance
    • Data preparation, refinement, management and analysis are automated and available from the cloud so you can easily work with your data-and trust the results.
    • Automated intelligence enables you to draw conclusions based on what's happened in your business and why.
    • Visualizations that best show what's important can create clear and compelling infographics to support your decisions and effectively communicate with others.
    • Statistical analysis, correlations and predictions help you see what's likely to happen and what you can do about it.

     

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  • SAS

    Commercial Windows Linux Website

    SAS is the leader in business analytics software and services, and the largest independent vendor in the business intelligence market.

    SAS is the first company to call when you need to solve complex business problems, achieve key objectives and more effectively manage your information assets. As the leader in business analytics software and services, we provide a technology platform and market-leading analytic applications to help you not only navigate today's challenges but capitalize on tomorrow's opportunities.

     

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  • IBM SPSS Statistics

    Commercial Mac Windows Linux Website

    SPSS is a computer program used for statistical analysis. In 2009 SPSS re-branded its software packages as PASW (Predictive Analytics SoftWare). This software puts the power of advanced statistical analysis in your hands. Whether you are a beginner or an experienced statistician, its comprehensive set of tools will meet your needs. The company announced July 28, 2009 that it was being acquired by IBM and it became "SPSS: An IBM Company".

     

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  • AWS Machine Learning

    Commercial Web Amazon Web Services Website

    Amazon Machine Learning allows developers to use machine learning. It provides visualization tools and wizards that guide you in the process of creating machine learning (ML) models. It makes it easy to obtain predictions using simple APIs.

     

  • BigML

    Freemium Web Self-Hosted Website

    Innovative Cloud Machine Learning platform with FREE, SaaS and on-premises versions.

     

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  • Algorithmia

    Freemium Web Website

    Algorithmia makes applications smarter, by building a community around algorithm development, where state of the art algorithms are always live and accessible to anyone.

     

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Comments on AutoML: when you want to be completely out of the think loop.

dimlakgorkehgz
· Jun 2018 · Helpful Not helpful Report as spam
reply

and ez kaggles:https://mljar.com/


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