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 34 financial return prediction models tracked. The highest-rated is KittenCN/stock_prediction at 48/100 with 357 stars.

Get all 34 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	48	Emerging	357	Python
2	harveybc/predictor Predictor that uses a configurable plugin-based predictive supervised...	39	Emerging	5	Python
3	ashioyajotham/fingpt_trader A quant trading system platform based on FinGPT, demonstrating new...	34	Emerging	24	Python
4	gopikrsmscs/stock-price-prediction-transformer Tesal Stock Price Prediction Using Transformer	32	Emerging	31	Python
5	ImplicitLayer/AlphaAnalysis Full library for analyzing financial data using ML and classical approaches	26	Experimental	3	Python
6	mjmaher987/Stock-Prediction-Using-ML Predicting Stock and Currency Prices Using Machine Learning and Artificial...	25	Experimental	5	Jupyter Notebook
7	empenoso/llm-stock-market-predictor 🤖 Teaching LLMs to read stock charts: converting OHLCV data to text patterns...	24	Experimental	3	Python
8	zeroxt32/Forex-Expert-Advisor-Python Forex Bot Agents Using Machine Learning Implementations. Custom Forex Environments	24	Experimental	3	Jupyter Notebook
9	louisoutin/rat_crypto_trader Relation-Aware Transformer for Portfolio Policy Learning using Binance provider	23	Experimental	24	Python
10	farhan0167/BankAIAgent A tool to convert bank statements into Excel files	23	Experimental	22	Python
11	kardSIM/Trading_RL_agent_with_transformers An RL agent that can trade using Deep Q-Network (DQN) and a decoder-only...	23	Experimental	6	Python
12	Malumbo1/ai-stock-analyzer 🤖 Analyze stock data in real time with AI-powered insights for smarter...	22	Experimental	—	Python
13	Torim98/regime-switching-daa Systematischer Vergleich ökonometrischer Modelle und moderner...	22	Experimental	—	Jupyter Notebook
14	sumaidkhan900/reasoning_time_series_financial_technical_analysis 📈 Enhance financial analysis with reasoned technical insights from time...	22	Experimental	—	Jupyter Notebook
15	bradym05/Bitcoin-Trader-ML Automated 24/7 bitcoin trader for Coinbase using Transformer Neural Networks	22	Experimental	3	Python
16	LambertAlpha/Alpha-Hunter Dynamic Factor Investing with Transformer-Based Return Prediction for...	22	Experimental	3	Python
17	Petar-Zumbulev/llm-stock-market-prediction Prompt-based inference with an OpenLLaMA/Hugging Face Transformers model for...	19	Experimental	—	Jupyter Notebook
18	SiemonCha/stock-ai AI-powered stock prediction with complete MLOps: Deep Learning...	17	Experimental	—	Python
19	bassrehab/credit_risk Forecast long sequence default/downgrade of corporate entities and financial...	17	Experimental	3	Python
20	Krozmoz/llm-stock-market-predictor 📈 Predict market trends using a language model that reads stock charts as...	16	Experimental	2	Python
21	ksm26/Artificial-Intelligence-in-Quantitative-Finance End-to-end deep learning pipeline for quantitative finance, using LSTM and...	16	Experimental	1	Jupyter Notebook
22	chirindaopensource/reasoning_time_series_financial_technical_analysis End-to-End Python implementation of Koa et al.'s (2025) novel...	15	Experimental	—	Jupyter Notebook
23	small-cactus/crypto-one Transformer-based crypto trading research stack for 15-minute SOL data,...	15	Experimental	1	Python
24	Kuansan-dev/ai-financial-document-analyzer AI-powered tool that extracts, summarizes, classifies, and analyzes...	14	Experimental	—	Python
25	Lulloooo/BTCvolatility-nowcasting-Forecasting 🚀 Model forecasting and nowcasting BTC daily volatility	14	Experimental	—	Jupyter Notebook
26	chirindaopensource/quantifying_semantic_shift_financial_nlp Regime-based evaluation framework for financial NLP stability. Implements...	12	Experimental	1	Jupyter Notebook
27	51riu5/churn_ai Transformer-based temporal modeling for the IBM Telco Customer Churn dataset...	12	Experimental	1	Python
28	MasihMoafi/Financial-Market-Analysis Financial market analysis using time-series models, clustering algorithms,...	12	Experimental	10	Jupyter Notebook
29	garotar/PortfolioOptimization Прогнозирование доходностей акций и оптимизация портфеля с помощью нейросетей	11	Experimental	—	Jupyter Notebook
30	loicodwyer/futureguard-mvp-assignment FinTech MVP - FutureGuard Personal Finance Risk Tool using ML & Monte Carlo...	11	Experimental	—	Jupyter Notebook
31	miharcan/event-driven-alpha A leakage-controlled research framework for evaluating structured and...	11	Experimental	—	Python
32	OleksandrZadvornyi/marketcap-forecasting End-to-end market capitalization forecasting system using...	11	Experimental	—	Python
33	DeepakKTS/AI-powered-Supply-Chain-Demand-Forecasting-System The AI-powered Supply Chain Demand Forecasting System is an intelligent...	11	Experimental	—	Python
34	Fujelhrx/California-House-Model California House Price Prediction Model Using Regression	10	Experimental	1	Jupyter Notebook