Products / Darwin^™

DARWIN^™

Accelerate Data Science.
Solve Problems at Scale.

Darwin is an automated model building product that allows you to move from data to model deployment in less time than traditional methods, enabling the rapid prototyping of scenarios and productive extraction of insights.

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“Darwin is a catalyst for accelerating data science adoption. Its intuitive automation interface mimics workflows used by our traditional data science team, enabling other professionals in our organization to make use of the science.”

- Claus Stadie, Hunt Oil – E&P Data Systems Manager

“Technology that predicts the characteristics of semiconductor manufacturing equipment has been only for engineers who could develop robust models, but with the advent of Darwin, this will end, and virtual metrology technology will be democratized. Any engineer can get models that evolve automatically.”

- Imai Shinichi, PhD., Hitachi High-Tech Solutions

“The automatic creation of evolutionary AI models by Darwin will definitely accelerate the data science process cycle. And with this great operability, Darwin will lead democratization of AI.”

- Ryoya Kato, Hitachi High-Tech Solutions - Tech Sales

“The advanced automated machine learning technology in Darwin will enable the next generation of data professionals to tackle more complex problems by making data science approachable and operational.”

- Angela Beasley, University of Texas Department of Computer Science

“With automated AI model building, we could shorten a project from a year to a month. This tool helps us to bring out business value faster.”

- Kyoko Ochiai, Hitachi High-Tech Solutions - Tech Sales

“Automated model building is not the enemy of data scientists. We can use it as an ally in order to spend more time in more complex problems, converting data into knowledge.”

- Jaime Castellanos, Global Hitss Data Scientist

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Darwin provides value for:

Data Scientists

Accelerate the prototyping of use cases and refinement of models
Streamline the development and maintenance of thousands of models
Control every aspect of the process and integrate into your existing toolchain

Business Analysts

Effortlessly create models that directly act on your data
Accelerate the extraction of insights that drive business impact
Communicate findings with transparency through explainable AI

Executives

Efficiently drive AI innovation at scale across the entire organization
Augment and enable talent to focus on AI projects that impact the bottom line
Meet demand and time to market goals without sacrificing opportunity

End-to-End Model Life Cycle

Darwin automates the most time-consuming steps of the model life cycle ensuring the long term quality and scalability of models

DATA
PREPARATION

Guided Data Preparation

Darwin helps you uncover potential issues in your dataset advising you on the best approaches to fix them

AUTOMATED MACHINE
LEARNING

Data Cleaning

Darwin uses the data preparation profile to automatically convert your datasets into a usable form for algorithmic development

AUTOMATED MACHINE
LEARNING

Feature Generation and Selection

Darwin automatically generates dozens of features from the data to drive toward a better solution

AUTOMATED MACHINE
LEARNING

Algorithm Search and Optimization

Through neuroevolution, Darwin custom builds multiple generations of models to find the most optimal solution tailored to your data

MODEL
OPERATIONALIZATION

Model Deployment

Darwin puts your models in production through guided connection to data sources and model health monitoring

DATA
PREPARATION

Guided Data Preparation

Darwin helps you uncover potential issues in your dataset advising you on the best approaches to fix them

AUTOMATED MACHINE
LEARNING

Data Cleaning

Darwin uses the data preparation profile to automatically convert your datasets into a usable form for algorithmic development

Feature Generation and Selection

Darwin automatically generates dozens of features from the data to drive toward a better solution

Algorithm Search and Optimization

Through neuroevolution, Darwin custom builds multiple generations of models to find the most optimal solution tailored to your data

MODEL
OPERATIONALIZATION

Model Deployment

Darwin puts your models in production through guided connection to data sources and model health monitoring

Guided Data Preparation

Interactively Uncover and Solve Problems in Your Dataset

Assess the Quality of Your Dataset
Uncover problems like missing data, low statistical variance, incorrect data types and more.

Fix Problems in Your Dataset
Get Suggestions to interactively fix problems in your data set and make it usable for the model building process.

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Automated Model Building

Custom Generate Models that Perfectly Fit Your Data

Harness the Power of Genetic Algorithms
Automate the custom creation of models based on Darwin’s patented neuroevolutionary approach.

Control the Model Building Process
Intuitively fine-tune training parameters to take your models to the next level and achieve the accuracy you need.

Understand Main Prediction Drivers
Extract insights and inform decisions through explainable model results that bubble up what matters in your dataset.

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Model Operationalization

Zero Code Model Deployment and Maintenance

Connect to Data Sources
Break data silos with intuitive creation of data pipelines that feed new data into your deployed models.

Automate Model Execution
Dynamically create model execution pipelines to obtain real-time predictions on incoming data.

Monitor Model Health
Track the health of deployed models based on confidence of predictions to inform model maintenance tasks.

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