machine learning
for real-time
adaptive modeling

Powered by Open Source
What is Emergent Methods?
Novel applications of state-of-the-art machine learning methods. Unique analytics and innovative algorithmic techniques.
Robust architectures, broad base functionality, user-friendly interfaces, reproducible research.
Generalized high-performance frameworks designed to easily connect external machine learning libraries. Rapid hypothesis testing on large parameter spaces. Secure data collection with crash resilience.
Modular core that is agnostic to input data: e.g., financial market forecasting, building automation, cyber security, neuro-stimulatory activation.
Time-series modeling in chaotic and semi-chaotic systems, and high-resolution algorithmic art generation.

Wondering about specifics? Get in touch

Real-Time Adaptive Modeling

Time-series forecasting, using established machine learning algorithms - Reinforcement Learning, Decision Trees, Neural Networks.

100% Open Source

Robust code base with hundreds of users, well maintained documentation, and interactive knowledge base with 10k+ posts.

Innovative Algorithmic Techniques

Novel data metrics, industry standard outlier detection methods, and statistically safe data handling.

High-Resolution Algorithmic Art

Style-transfer software based on Convolutional Neural Networks. Easy parameter space exploration via graphical interface and job scheduling.

Unique implementation for unique designs

Unmathced ultra-high-detail textures and colors, stunning unique style generation, 30+ demonstration pieces available at the dedicated website.

Featured at the M.A.D.S. Art Gallery

Art pieces ‘Les Fleurs Perdues’ displayed at the ‘Romantica Exhibition’ in Milan, Italy.

Our Plan


Execute large-scale experiments
Build centralized machine learning services
Solidify core team through open-source community


Build second plug-in prototype
Exhibit prototypes for proposals
Improve performance with parallelization


Consult for plug-in development
Maintain open-source core engine
Host centralized machine learning services
Publish in-house research in open-access journals

About team 16
Robert Caulk Founder / Lead Developer
About team 17
Elin Törnquist Lead Data Scientist
About team 18
Timothy Pogue Lead Large-Scale Systems Engineer
About team 19
Wagner Costa Santos Software Developer / Data Analyst
About team 16
Andrew Lawless Software Developer / Quality Assurance
About team 16
Steven Caulk Head of Business Logistics
Get in touch with us
Emergent Methods, LLC

8274 Ammons Circle
Arvada, Colorado

How can we help?

+1 (720) 935-9388