{"skill":{"slug":"quant-system-5steps","displayName":"Quant System 5steps","summary":"5-Step Quant Trading System with multi-source data, enhanced ML models, and 15+ strategy templates","description":"---\nname: quant-system-5steps\ndescription: 5-Step Quant Trading System with multi-source data, enhanced ML models, and 15+ strategy templates\nmetadata:\n  clawdbot:\n    emoji: \"📊\"\n    homepage: \"https://clawhub.com/quant-system-5steps\"\n    os: [\"darwin\", \"linux\", \"win32\"]\n---\n\n# 📊 Quant System 5-Steps\n\n## 🚀 5步量化交易系统 (增强版)\n\n| 步骤 | 功能 | 改进 |\n|------|------|------|\n| 1️⃣ | 数据收集 | 多数据源 (Hyperliquid + Binance) |\n| 2️⃣ | 数据分析 | 30+ 技术指标 |\n| 3️⃣ | 模型构建 | 50特征 + 改进参数 |\n| 4️⃣ | 策略生成 | 15+ 策略模板 |\n| 5️⃣ | 回测优化 | 绩效评估 |\n\n## 📦 数据源\n\n- **Hyperliquid** - 实时价格\n- **Binance** - 备份价格 + 订单簿\n\n## 🤖 策略模板 (15个)\n\n基础:\n- momentum\n- mean_reversion\n- breakout\n- macd_cross\n\n增强:\n- supertrend\n- ichimoku\n- adx_trend\n- vwap_reversion\n- stochastic_rsi\n- volume_profile\n- cci_extreme\n- williams_r\n- fibonacci_retrace\n- omendation_divergence\n\n## 🎯 模型改进\n\n- 特征数: 30 → 50\n- 决策树: 100 → 200\n- 学习率: 0.1 → 0.05\n- 正则化: 添加L1/L2\n- 交叉验证: 支持\n\n## 💰 Pricing\n- **免费** (待集成Billing)\n\n## Usage\n\n```python\nfrom quant_pipeline import QuantSystem5Steps\n\nsystem = QuantSystem5Steps()\nresult = system.run(\"BTCUSDT\")\n```\n\n","tags":{"ai":"1.1.0","latest":"1.1.0","ml":"1.1.0","quant":"1.1.0","strategy":"1.1.0","trading":"1.1.0","backtest":"1.0.0"},"stats":{"comments":0,"downloads":703,"installsAllTime":26,"installsCurrent":0,"stars":0,"versions":2},"createdAt":1772978988838,"updatedAt":1778491777153},"latestVersion":{"version":"1.1.0","createdAt":1772979503966,"changelog":"Added 15+ strategy templates, improved ML model with 50 features, multi-source data collection","license":null},"metadata":{"setup":[],"os":["darwin","linux","win32"],"systems":null},"owner":{"handle":"pikachu022700","userId":"s178t01wqt81qsp2cv1yr28gex884sxm","displayName":"pikachu022700","image":"https://avatars.githubusercontent.com/u/45516683?v=4"},"moderation":null}