AI-Powered Market Forecasts
Sunrise Trading Systems combines AI and neuro-fuzzy systems to analyse financial data, test candlestick patterns against decades of market history and forecast trends.
What Sunrise Trading Systems does
AI-driven insights
AI algorithms analyse large amounts of market data and turn them into short-, mid- and long-term forecasts with buy and sell limits.
Historical data analysis
Offline models are trained and backtested on extensive historical trading data – the origins lie in testing candlestick patterns against about 30 years of market data.
Neuro-fuzzy systems
Neural networks combined with fuzzy logic make forecasts more intuitive and adaptable than rigid rule sets.
News & sentiment
RSS news is collected and scored for sentiment by a language model, so price moves can be read in context.
Smart trading research starts here
Sunrise Trading Systems (STS) is a research and demonstration project for algorithmic trading. Powered by AI and neuro-fuzzy logic, it analyses financial data, forecasts trends and compares strategies through simulation and backtesting – transparently and reproducibly.
Whether you want to monitor long-term investments or study short-term signals, STS shows how forecasts are produced and how they perform against history.
Where human insight meets machine intelligence.
Explore the project
- TechnologyArchitecture and design of the forecasting pipeline
- ModulesData fetching, forecasting, news and sentiment
- Training & testingBacktesting against historical market data
- Anomaly detectionFinding unusual price and volume behaviour
- News aggregationRSS collection and sentiment scoring
- HistoryFrom candlestick tests to today’s STS
- RoadmapIntraday data, cryptocurrencies, robust background jobs
- Related open-source projectsFrameworks for algorithmic trading
Frequently asked questions
- What is Sunrise Trading Systems?
- A research and demonstration project for AI-powered market forecasts based on neuro-fuzzy systems, backtesting and news sentiment.
- Is this investment advice?
- No. STS is explicitly not a trading product or trading platform, and nothing on this site is investment advice.
- What can I see without logging in?
- The landing page, the technology and about pages and the demo are public. Depots and trading data require a login.
- Which languages are supported?
- The interface is available in English and German, with a dark mode.
Research and demonstration project. No investment advice.
More projects
STS is one of several projects by Patrick Hess. See the reference projects for image processing, AI tools and EU compliance software.