Financial Return Prediction Transformer Models

Tools for predicting stock returns, asset prices, and portfolio performance using transformer and deep learning models. Includes factor modeling, cross-sectional forecasting, and portfolio optimization. Does NOT include general time-series forecasting, sentiment analysis, or trading execution systems.

There are 29 financial return prediction models tracked. 1 score above 50 (established tier). The highest-rated is KittenCN/stock_prediction at 55/100 with 357 stars.

Get all 29 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=financial-return-prediction&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Model	Score	Tier	Stars	Language
1	KittenCN/stock_prediction 基于神经网络的通用股票预测模型 A general stock prediction model based on neural networks	55	Established	357	Python
2	harveybc/predictor Predictor that uses a configurable plugin-based predictive supervised...	43	Emerging	5	Python
3	ashioyajotham/fingpt_trader A quant trading system platform based on FinGPT, demonstrating new...	41	Emerging	24	Python
4	gopikrsmscs/stock-price-prediction-transformer Tesal Stock Price Prediction Using Transformer	39	Emerging	31	Python
5	zeroxt32/Forex-Expert-Advisor-Python Forex Bot Agents Using Machine Learning Implementations. Custom Forex Environments	31	Emerging	3	Jupyter Notebook
6	louisoutin/rat_crypto_trader Relation-Aware Transformer for Portfolio Policy Learning using Binance provider	30	Emerging	24	Python
7	kardSIM/Trading_RL_agent_with_transformers An RL agent that can trade using Deep Q-Network (DQN) and a decoder-only...	30	Emerging	6	Python
8	farhan0167/BankAIAgent A tool to convert bank statements into Excel files	30	Emerging	22	Python
9	bradym05/Bitcoin-Trader-ML Automated 24/7 bitcoin trader for Coinbase using Transformer Neural Networks	29	Experimental	3	Python
10	LambertAlpha/Alpha-Hunter Dynamic Factor Investing with Transformer-Based Return Prediction for...	26	Experimental	3	Python
11	empenoso/llm-stock-market-predictor 🤖 Teaching LLMs to read stock charts: converting OHLCV data to text patterns...	26	Experimental	3	Python
12	bassrehab/credit_risk Forecast long sequence default/downgrade of corporate entities and financial...	24	Experimental	3	Python
13	Petar-Zumbulev/llm-stock-market-prediction Prompt-based inference with an OpenLLaMA/Hugging Face Transformers model for...	21	Experimental	—	Jupyter Notebook
14	sumaidkhan900/reasoning_time_series_financial_technical_analysis 📈 Enhance financial analysis with reasoned technical insights from time...	21	Experimental	—	Jupyter Notebook
15	Torim98/regime-switching-daa Systematischer Vergleich ökonometrischer Modelle und moderner...	21	Experimental	—	Jupyter Notebook
16	Krozmoz/llm-stock-market-predictor 📈 Predict market trends using a language model that reads stock charts as...	20	Experimental	2	Python
17	MasihMoafi/Financial-Market-Analysis Financial market analysis using time-series models, clustering algorithms,...	19	Experimental	10	Jupyter Notebook
18	small-cactus/crypto-one Transformer-based crypto trading research stack for 15-minute SOL data,...	18	Experimental	1	Python
19	chirindaopensource/quantifying_semantic_shift_financial_nlp Regime-based evaluation framework for financial NLP stability. Implements...	18	Experimental	1	Jupyter Notebook
20	chirindaopensource/reasoning_time_series_financial_technical_analysis End-to-End Python implementation of Koa et al.'s (2025) novel...	17	Experimental	—	Jupyter Notebook
21	Fujelhrx/California-House-Model California House Price Prediction Model Using Regression	17	Experimental	1	Jupyter Notebook
22	OleksandrZadvornyi/marketcap-forecasting End-to-end market capitalization forecasting system using...	13	Experimental	—	Python
23	Kuansan-dev/ai-financial-document-analyzer AI-powered tool that extracts, summarizes, classifies, and analyzes...	13	Experimental	—	Python
24	Lulloooo/BTCvolatility-nowcasting-Forecasting 🚀 Model forecasting and nowcasting BTC daily volatility	13	Experimental	—	Jupyter Notebook
25	miharcan/event-driven-alpha A leakage-controlled research framework for evaluating structured and...	13	Experimental	—	Python
26	51riu5/churn_ai Transformer-based temporal modeling for the IBM Telco Customer Churn dataset...	12	Experimental	1	Python
27	rizinski/Ethics-in-Finance-and-Machine-Learning This project compares the ethical principles of finance and machine learning...	11	Experimental	—	Jupyter Notebook
28	dr-armani/lstm-transformer-comparison Forecasting Stock Prices using Transformers and LSTM: Comparative Analysis	11	Experimental	1	Jupyter Notebook
29	yogeshsinghkatoch9/FinCast-CLI StockForecast CLI for stock analysis and forecasting with ARIMA, LSTM, GRU,...	11	Experimental	4	Python