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Fintech AIAI Research & EngineeringResearch PrototypeAI Engineering / Research

BitNexus - AI Bitcoin Price Prediction Platform

A Bitcoin price prediction research platform combining multi-modal deep learning (LSTM, BiLSTM, GRU, BiGRU) with sentiment fusion - a forecasting research pipeline with a simulated trading dashboard.

Pakistan2025

Key Outcome

5–10% RMSE reduction

Fusion models outperform price-only baselines with 3+ point directional accuracy gain.

The Problem

Existing Bitcoin prediction tools rely solely on price and volume data, ignoring the strong market-moving influence of social media sentiment and news. Traders lacked a unified platform for AI-driven forecasts with a simulated trade view.

Our Solution

Built BitFusion, a research pipeline fusing OHLCV technical indicators with Twitter/news sentiment (VADER, TextBlob, AFINN, NRC) into multi-modal LSTM/BiLSTM/GRU/BiGRU architectures - then deployed the best model into BitNexus, a research prototype with a live prediction dashboard and simulated trading engine.

Key Features

Multi-modal fusion: OHLCV + sentiment (VADER, TextBlob, AFINN, NRC)

LSTM, BiLSTM, GRU, BiGRU and hybrid MFB classifier architectures

90-run factorial experiment sweep with tracked model registry

Live 1-hour Bitcoin price forecasts with confidence scoring

Simulated trading mode with configurable stop-loss and take-profit

Real-time BTC/USDT candlestick chart with TradingView integration

JWT-authenticated user dashboard with model selection

Hugging Face Space deployment with predict.py inference API

Technology Stack

PythonPyTorchLSTMBiLSTMGRUReactTypeScriptNode.jsPrismaSocket.IO

Project Visuals

BitNexus - AI Bitcoin Price Prediction Platform screenshot 1
BitNexus - AI Bitcoin Price Prediction Platform screenshot 2

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