Products / Darwin

Darwin

Accelerate data science.
Solve problems at scale.

"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."

"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."

"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 E&P Data Systems Manager, Hunt Oil

"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."

"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."

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Darwin automated machine learning platform provides value for:

Data Scientists

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

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

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 dataset and make it usable for the model-building process.

Screenshot of the Darwin UI showing the data prep features
automated model building screenshot

Automated Model Building

Generate Custom 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.

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.

Screenshot of the Darwin UI showing the RTE Runner that deploys and operationalizes models

Darwin: Factory of Use Cases

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92% Accuracy

Identify customers at risk for loan defaults and delinquency.

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94% Accuracy

Identify customers who are at risk of churning

image of a past due bill

80% Accuracy

Identify transactions at risk of being past due

image of a person using a card to online shop

80% Accuracy

Detect fraudulent activity on electronic transactions

image of a subterranean drill

Perfect Classification

Classify subterranean drill-head operational states

image of automotive assembly line component

90% Accuracy

Predict automotive sub-component quality during assembly

image of an airplane

83% Accuracy

Identify degradation in commercial aircraft components

image of iron ore manufacturing plant

90% Accuracy

Detect impurities during iron ore manufacturing

Accuracy of models for each scenario depends on the quality and relevancy of input datasets.

Find out how Darwin can operationalize your data

Upcoming Webinar

The Age of Digital Transformation:
Enabling Organizations with Artificial Intelligence During Market Transitions

This webinar will discuss the influence of artificial intelligence transformation and the most significant financial opportunities for the companies that apply this technology. Key topics include how to quickly capitalize on the fast-moving technology curve and how to develop an AI strategy based on previous implementations at some of the largest companies in the world.

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