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ARCOGNI

Autonomous Machine Learning Architecture Generation

ARCOGNI automates the design and optimization of machine learning architectures, enabling rapid development of high-performance models for complex datasets and applications.

OVERVIEW

Better Models, Built Faster

Designing a high-performing machine learning model usually takes experts weeks of trial and error: choosing an architecture, tuning it, and testing it again and again. ARCOGNI automates that process.

It searches for and refines model architectures suited to your data and your goal, so teams can move from raw data to a reliable model in far less time, even without deep machine learning expertise.

AT A GLANCE

Automates machine learning architecture design
Optimizes models for accuracy and efficiency
Works with complex scientific and engineering datasets
Reduces the time and expertise needed to build models

KEY CAPABILITIES

What ARCOGNI Does

From your data to an optimized, ready-to-use model.

Automated Architecture Design

Generates and evaluates candidate neural network architectures tailored to your dataset and task.

Model Optimization

Tunes model structure and settings to balance accuracy, speed, and computing cost.

Performance Evaluation

Compares candidate models side by side so the best-performing option is clear.

Works With Your Data

Handles complex datasets such as images, sensor signals, and engineering measurements.

Scalable Computing

Runs on high-performance and cloud computing resources to explore many designs quickly.

Ready for Deployment

Delivers trained models that can be integrated into your applications and workflows.

SEE IT IN ACTION

Watch ARCOGNI at Work

See how ARCOGNI designs and optimizes machine learning models, and learn about the patent-pending technology behind it.

ARCOGNI DEMO 1
ARCOGNI Demo, Part 1
Platform walkthrough
Watch on YouTube
ARCOGNI DEMO 2
ARCOGNI Demo, Part 2
Platform walkthrough
Watch on YouTube
PATENTPATENT PENDING Autonomous Platform for Product Design and Optimization Using Large Language Models and Evolutionary Algorithms Inventors: Duy Nhat Phan, Rahul BhowmikPatent No. 20260320308 Search on USPTO

APPLICATIONS

Where ARCOGNI Creates Value

Applying automated machine learning to challenging problems across science and engineering.

ARCOGNI applications: on-orbit satellite detection with an edge computer, improved detection from optical, star tracker, event camera and radar sensors, ground-based drone detection, and materials informatics for discovering and optimizing materials