Overview

The First and Only Full-Cycle AI Automation

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

    dotData automates the process to ingest and prepare data from different sources. It automatically cleanses schemas, performs statistical profiling, detects entity relations, and re-architects complex multi-relational enterprise data.

  • 2

    Feature Engineering in Hours, not Months

    dotData automatically generates features from multi-relational 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 with transparent explanations and visual blueprints.

  • 3

    Train Models Automatically

    dotData supports all state-of-the-arts machine learning algorithms, including scikit-learn, XGBoost, LightGBM, TensorFlow and PyTorch. It automatically tunes all these algorithms to build accurate predictive models, with scalable distributed computation.

  • 4

    Continuous ML & AI Deployment

    Deploy your data & feature pipeline as well as a AI/ML model into production in record time. dotData supports flexible options from enterprise-grade RESTFul API through Python-interfaced prediction engine to containerized real-time prediction engine. Retraining APIs automates continuous model maintenance.

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 to perform in hours what traditionally requires months of iterative manual efforts. We automate as much of the workflow as feasible, freeing you from worrying how to solve and allowing you to focus on what to solve and how to create business values using AI. With dotData, you can explore 10x more ideas 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 to 100% of your machine learning process automatically. That means dotData platform handles all technical complexities and the heavy lifting of data science and machine learning, from data preparation through feature engineering to ML modeling. With dotData, BI & BA professionals can drive AI/ML projects, making enterprise AI scalable and sustainable.

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 automatically generates production-ready data & feature engineering pipeline as well as machine learning models and operationalizes your AI models in your business workflow. Continuously produce maximum business values by adjusting and retraining models as your data changes over time.

One Platform for All Users

dotData will be the ONE platform for users in all levels as one-stop shop, from raw data collection through data & feature engineering to machine learning. BA & BI users need neither SQL nor Python/R programming to execute the entire data science process by leveraging our award-winning automation engines while the platform supports flexible customizability for advanced data scientists. Both types of users work on the dotData platform and help with each other as ONE team.

The Right Product for the Right User

Start by selecting the product you need, based on your environment and your skill-level. You can exchange developed ML models between dotData Enterprise and dotData Py to accelerate collaborations between BA&BI and data scientists.

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 as a Python library

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