market-prediction

Polymarket trading bot for prediction markets — browse CLOB markets, watch the order book in the terminal, run edge detection, liquidity provision and cross-market arbitrage strategies with paper trading and risk limits. Educational open-source toolkit — not financial advice. Unofficial community project, not affiliated with Polymarket.

Dont guess. Simulate. Multi-agent market prediction engine.

ANPS-TradeMeUp is an LLM-powered AI News Prediction System for short-to-medium term market forecasting, featuring real-time analysis and a Dash-based monitoring dashboard.

Simple Finance Forecasting Ai. This Ai Model uses historical price data to forecast future prices. The model is trained on data downloaded from Yahoo Finance using the yfinance library, and predictions are made using a linear regression Ai model from sklearn. The model supports all the symbols supported by Yahoo Finance.

An end-to-end Python implementation of Cao et al.'s (2025) HLPPL methodology for the identification of financial (asset price) bubbles. Implements 7-parameter Log-Periodic Power Law model fitting, confidence-weighted sentiment analysis, regime-dependent 'BubbleScore' fusion, and Transformer-based forecasting with a backtesting framework.

Microservices-based AI trading architecture integrating multi-source data scraping, Transformer-based price prediction, and an autonomous Deep Reinforcement Learning trader, deployed under centralized supervision.

AI-driven Polymarket trading bot designed to analyze prediction market data and execute semi-automated trades using OpenAI and Claude models. The system evaluates market sentiment, probabilities, and trading signals to assist with intelligent decision making in prediction markets.

Ubiquant Market Prediction

An AI-powered forecasting system that predicts economic and market trends using multi-source financial, macroeconomic, and behavioral indicators.

Market Analysis and Prediction

AI-powered finance platform: a FastAPI + XGBoost prediction agent with purged walk-forward CV and conformal uncertainty bands, behind a full digital-wallet frontend.

👁️ 天眼 — Multi-agent population simulation for China market forecasting. 10K+ virtual consumers.

This repository contains a Generative Adversarial Network (GAN) model designed to predict the closing prices in the financial market. The GAN utilizes a combination of generator and discriminator networks to generate synthetic closing price data, which can be used for forecasting and analysis purposes.

Python application that integrates multiple APIs and an external AI prediction system to analyze stock trends and provide investment recommendations (buy, sell, or hold) for the upcoming period.

5-minute Bitcoin market analysis tool for Polymarket traders. Real-time signal generation from price momentum, volume anomalies, and orderbook depth. Live predictions at metapoi.com

Machine learning process to predict financial instrument prices up to 3 days

Polymarket automated forecaster for Bitcoin 5-min markets. Hands-off prediction system with continuous retraining, risk controls, and transparent on-chain result tracking.

Hull Tactical v7.1: A regime-aware "grey box" strategy for S&P 500 prediction. Combines Econophysics (Chaos/Entropy) with LightGBM and "Smart Noise" logic to challenge the EMH. (Mean Adj. Sharpe: 0.806)

Analyze and forecast natural gas prices using time series data, with seasonality decomposition and signal detection for trading strategy insights.