πŸ€– CoinTrader ML Dashboard

Machine Learning Training & Performance Monitoring
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πŸ“Š 총 μŠ€λƒ…μƒ· 수
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Market Analysis Snapshots
βœ… λ ˆμ΄λΈ”λ§λœ 데이터
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profit_1h Available
βš–οΈ 클래슀 κ· ν˜•
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Positive/Negative Ratio
πŸ“… 데이터 κΈ°κ°„
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Days of Data
🎯 λ©€ν‹° νƒ€κ²Ÿ λ ˆμ΄λΈ”λ§ ν˜„ν™©
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profit_1h
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profit_4h
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profit_24h
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λͺ¨λ“  νƒ€κ²Ÿ
πŸŽ“ μ΅œμ‹  λͺ¨λΈ 정보
λͺ¨λΈ νƒ€μž… -
ν•™μŠ΅ μΌμ‹œ -
Feature 수 -
ν•™μŠ΅ μƒ˜ν”Œ 수 -
πŸ“‚ λͺ¨λΈ 파일 μœ„μΉ˜
ml/model/
πŸ” 데이터 ν’ˆμ§ˆ
μ™„μ „ν•œ Feature -
λˆ„λ½ 데이터 -
졜근 μˆ˜μ§‘ -
μˆ˜μ§‘ 속도 -
πŸ’‘ 데이터 ν’ˆμ§ˆ μƒνƒœ
뢄석 쀑...
πŸ“ˆ λ§ˆμΌ“λ³„ 데이터 뢄포 (μƒμœ„ 10개)
λ§ˆμΌ“ μŠ€λƒ…μƒ· 수 λ ˆμ΄λΈ”λ§λ₯  긍정 μƒ˜ν”Œ λΆ€μ • μƒ˜ν”Œ κ· ν˜•λ„
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πŸ”’ Feature 톡계
총 Feature 수 -
Technical Indicators RSI, MACD, BB, Stochastic, Fibonacci, Volatility, Volume
Market Sentiment Fear & Greed Index
Enhanced Features -
πŸš€ Enhanced Features (v2.0)
μ‹œκ°„μ  λ³€ν™” (RSI momentum, acceleration), Feature μƒν˜Έμž‘μš© (RSIΓ—Volume λ“±), μ‹œμž₯ regime λΆ„λ₯˜, 톡계적 집계 - 총 40+ features
⏱️ 졜근 데이터 μˆ˜μ§‘ ν˜„ν™©
μ‹œκ°„ λ§ˆμΌ“ 수 μˆ˜μ§‘λœ μŠ€λƒ…μƒ· μ™„μ „ν•œ 데이터 μƒνƒœ
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πŸ’‘ Training ꢌμž₯사항
πŸ“š μ΅œμ†Œ ꢌμž₯ λ°μ΄ν„°λŸ‰
β€’ 단기 λͺ¨λΈ (profit_1h): 10,000+ μƒ˜ν”Œ
β€’ 쀑기 λͺ¨λΈ (profit_4h): 20,000+ μƒ˜ν”Œ
β€’ μž₯κΈ° λͺ¨λΈ (profit_24h): 30,000+ μƒ˜ν”Œ
βœ… ν•™μŠ΅ κ°€λŠ₯ μ—¬λΆ€
평가 쀑...
⚑ ML Training λͺ…λ Ήμ–΄
# Enhanced ML Training (v2.0 ꢌμž₯)
cd ml
python train_model_enhanced.py --target profit_1h --threshold 0.5
python train_model_enhanced.py --target profit_4h --threshold 1.0
python train_model_enhanced.py --target profit_24h --threshold 2.0
# LSTM Time Series Model (μ‹€ν—˜μš©, ν”„λ‘œλ•μ…˜ λΉ„ν™œμ„±)
python experiments/train_timeseries.py --market KRW-BTC --horizon 1h
# Backtesting
python backtest.py --model model/xgboost_latest.joblib --capital 1000000