Overview

The world's first Full Cycle Data Science Platform

Automate the entire process, from data onboarding to ML & AI operationalization and empower both advanced and citizen-data scientists.

dotData provides an entirely new way to accelerate and automate your AI and ML projects. Powered by cutting-edge machine learning and AI algorithms, dotData provides the world’s only full-cycle Data Science Platform that can automate 100% of your data science life-cycle.

dotData helps you leverage enterprise data, seamlessly wrangle and prepare data, and it automatically creates production-ready features and models that can be quickly deployed with minimal work. Whether you are a data scientist or a data-savvy analyst, dotData’s full-cycle data science platform helps accelerate the process of getting ROI out of your data.

dotData: AutoML 2.0

dotData is the world’s only data science platform that automates 100% of your process. Our AutoML 2.0 engine is designed to leverage AI and Machine Learning at each stage of the data analysis process, making it possible to complete projects that once took months in a matter of days. Some of our clients have seen project timelines shrink from five months to as little as three days, by merely using dotData.

  • 1

    Ingest & Prepare

    It starts with data ingestion. dotData is designed to use both flat files as well as relational data sets.
    dotData automatically discovers the table relationships and prepares your data sets for feature engineering.

  • 2

    Feature Engineering in Hours, not Months

    dotData automatically generates features from multiple tables, transactional tables, geo-spacial data, text as well as temporal and time-series data. It explores millions of features and presents the most relevant ones in a scored easy to consume workflow.

  • 3

    Train Models Automatically

    dotData supports your favorite python ML algorithms, including sciki-learn, XGBoost, LightGBM, Tensor-Flow, and PyTorch. dotData automatically explores many state-of-the-art machine learning algorithms and tune their hyper-parameters to build accurate predictive models.

  • 4

    Continuous ML & AI Deployment

    Deploy your AI and ML models into production systems in record time. dotData’s API-based continuous deployment model lets you generate production ready data & feature pipeline as well as a production ready ML scoring pipeline, all via APIs. Validate model accuracy and retrain models on the fly through APIs.

Full Cycle Machine Learning Automation

dotData goes beyond traditional Machine Learning Automation platforms. That’s because we recognize that there are countless elements to the process of data science automation and machine learning. Automating the machine learning component is just one of the critical elements.

At dotData, we have designed a data science platform that automates the entire end-to-end cycle. That’s why we call it full cycle machine learning automation. From data prep and connectivity, to feature engineering, machine learning and operationalization, dotData manages the entire process.

Why Full Cycle Machine Learning Automation?

 

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Benefits

Accelerate

dotData uses AI and machine learning to perform in hours what traditionally requires days and weeks of programming and processing time. We automate as much of the workflow as feasible, freeing data scientists from the tedium of months of feature engineering trial and error. With dotData’s data science platform, data scientists boost their productivity and can focus on high-value projects instead of trying to stay ahead of project overload.

Democratize

dotData’s data science automation platform can power up to100% of your Machine Learning process automatically. That means that it’s designed to do all the heavy lifting of data science and Machine Learning for both your data scientists as well as other technically savvy users. Leverage existing analytics and data resources by providing them with a Machine Learning Automation platform that automates the full cycle, from data ingestion to feature engineering, Model Selection as well as operationalization.

Augment & Discover

Our data science platform pioneered automated feature engineering – the hardest part of the data science process. Our award-winning engine automatically identifies millions of features and then ranks and prioritizes them for you. Expose the most relevant features and discover the “unknown unknowns” that you would have never considered through manual feature iterations. And it’s all just a few clicks away.

Operationalize

dotData’s API-based deployment model takes the headache out of the operationalization of your Machine Learning models. Deploy models and benefit from continuous deployment strategies. Seamlessly adjust and retrain models as your operational data changes over time. dotData takes the headaches out of data science for your IT team as well as your data scientists and analysts.

One Platform for All Users

dotData’s data science platform includes two independent, but related products for building machine learning models. Each product is designed to provide the best solution for the ideal use-case and the type of user. Each configuration provides all the automation capabilities of our award-winning engine, including automated feature engineering as well as the flexibility of configuring an expanding universe of the best-in-class machine learning algorithms available.

The Right Product for the Right User

Start by selecting the product you need, based on your environment, your use-case and your need to “get dirty” with the details of your data science workflow.

dotData Enterprise:
AutoML 2.0 & Data Science Automation

Leverage a full GUI experience to automate as much of your data science workflow as necessary. Empower citizen data scientists and data scientists alike.

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dotDataPy:
AutoML 2.0 in a command-line

Leverage a rich and scalable Python library that enables you to perform end-to-end data science tasks with just a few lines of Python code.

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The Deployment Model That Fits Your Needs

On-Premise / AI Cluster

Maintain 100% control of your deployment and security with an on-premise deployment of dotData’s award-winning platform.

Private AI Cloud

Deploy dotData in your own private cloud configuration on your preferred hosting provider.

dotData SaaS Cloud

Be free from cumbersome platform management with dotData SaaS solution