// WHERE MACHINE INTELLIGENCE MEETS MARKET DYNAMICS

Witzh Labs

We are a Financial Machine Learning research laboratory focused on discovering hidden relationships within massive datasets
to create precise and transparent investment technologies.

[ CORE TECHNOLOGIES ]

Our Core Technologies

Advanced analytical techniques that set us apart in the field of Financial Machine Learning.

algorithm_01

Kernel Change Point
Detection

Detect market state transitions before anyone else with algorithms that analyze data structures in complex dimensions to identify key change points accurately and rapidly.

algorithm_02

Meta-Labeling
Optimization

Enhance precision with high-level risk management. A technique that helps models decide whether to enter a trade, effectively reducing losses from false signals.

algorithm_03

Fractional
Differentiation

Preserve data memory for superior predictions. A technique that achieves stationarity without losing critical historical information.

[ OUR ECOSYSTEM ]

Our Ecosystem

Comprehensive tools for developers and professional traders.

Open Sourcev2.0

ProvenQuant Library

A Python Library for developers who want to build their own trading systems, featuring ready-to-use Advanced Financial Machine Learning techniques.

  • 100% Open Source
  • Free to use for education and development
  • Comprehensive Documentation
  • Community Support
View code on GitHub →
Web Platformprod

ProvenQuant Web App

Ready-made tools for professional traders who don't want to code. Just select a strategy, adjust parameters, and start trading immediately.

  • Easy to use, no coding required
  • Backtesting & Live Trading
  • Performance Tracking Dashboard
  • Automated Risk Management
Start Now →
[ OUR VISION ]

Our Vision

"We believe that financial markets are not about guessing,
but about solving statistical equations.
We are dedicated to research
to transform complexity into opportunity."

Witzh Labs Research Team

We don't stop at building tools; we strive to create a deep understanding of market behavior
through continuous research and development, making high-level investment technology accessible to everyone.

[ STAY CONNECTED ]

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