machine learning
for real-time
adaptive modeling

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Use your streaming data to test hypotheses and create actionable forecasts.
We build the pipelines, maintain them, and generate the forecasts on the fly.

Check out our real-time experiments

What is Emergent Methods?

The Emergent Methods team develops open-source software like FreqAI and Flowdapt. We keep our finger on the pulse of the fast-paced machine learning industry so that we can integrate innovative solutions into our software.
We leverage novel applications of state-of-the-art machine learning methods to build innovative adaptive modeling solutions for large-scale data-streaming problems.
We host a powerful cluster optimized for streaming client data and providing rapid predictions.
Our software portfolio contains a variety of applications designed to leverage a broad range of mature AI tools. Our experience developing these architectures equates to rapid hypothesis testing on large parameter spaces, optimized data collection, and general crash resilience.
Flowdapt, our flagship open-source software, is agnostic to streamed input data, such as financial market forecasting, building automation, and cyber security. This modularity enables a wide range of research, commercialization, and recreational use-cases.

Wondering about specifics? Get in touch

Large-scale real-time adaptive modeling

Adaptive framework for cluster compute solutions to data streaming challenges.

100% Open-source core

Open-source architecture designed for research, commercialization, and recreational use-cases alike.

Optimized parallel compute

Highly optimized architecture geared for ultra-parallelization.

Real-Time Adaptive Modeling

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

DISCLAIMER FreqAI is not affiliated with any cryptocurrency offerings. FreqAI is, and always will be, a not-for-profit, open-source project. FreqAI does not have a crypto token, FreqAI does not sell signals, and FreqAI does not have a domain besides the freqtrade documentation Please beware of imposter projects, and help us by reporting them to the official FreqAI discord server.
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

Unmatched ultra-high-detail textures and colors, stunning unique style generation, 60+ 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.