deepalpha-bot 1.1.0

AI crypto trading bot with LSTM + LightGBM ensemble, 64.9% accuracy on 139k Bybit sequences. Triple Barrier labeling, SHAP features, HMM regime detection. Supports Bybit, Bitget, Hyperliquid.

DeepAlpha Bot

AI-Powered Crypto Trading | LSTM + LightGBM Ensemble

Autonomous crypto trading. ML-driven signals. No manual intervention.

Website | Copy Trading | Discord | Get Started

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Performance

Metric	Value
LSTM v3 Accuracy	64.95% (139,000 Bybit sequences, 4.5 years)
LightGBM Accuracy	63.85% (v5 model, 26 coins)
Ensemble Accuracy	~67% when both models agree
Training Data	Pure Bybit historical data (2020-2025)
Coins Traded	26 liquid USDT perpetuals
Exchanges	Bybit, Bitget, Hyperliquid

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Install in 10 seconds

pip install deepalpha-bot

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Start in 5 minutes

# Step 1: Setup (creates config, gets 7-day free trial)
deepalpha-bot setup

# Step 2: Train models (~1-2 hours, one time)
deepalpha-bot train

# Step 3: Start trading
deepalpha-bot start

That's it. The bot runs 24/7 and sends you Telegram notifications for every trade.

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Architecture

Market Data (OHLCV 15m/1h/4h, funding rates, OI)
        |
   Feature Engine (62 raw indicators -> SHAP top-13 selection)
        |
   +--------------------------+
   |  Multi-Model Consensus   |
   |  LightGBM  (weight: 3x)  |  4h timeframe
   |  LightGBM  (weight: 2x)  |  1h timeframe
   |  LightGBM  (weight: 2x)  |  15m timeframe
   |  XGBoost   (ensemble)    |  cross-validation
   |  RandomForest (ensemble) |  diversity
   +--------------------------+
        |
   LSTM v3 Ensemble (PyTorch, 2-layer, 128 hidden)
   -> Calibrated confidence (temperature scaling)
   -> Boost +5% if agrees, reduce -10% if disagrees
        |
   Meta-Labeling Filter (removes low-confidence signals)
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   HMM Regime Gate (3-state: bull / sideways / bear)
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   Risk Management
   +-- ATR-based dynamic stop-loss (2x ATR)
   +-- Multi-target take-profit (T1: 1.2x ATR, T2: 2x ATR, TP: 3x ATR)
   +-- Trailing stop tiers (+1% breakeven, +2% lock profit)
   +-- Auto-Unstuck (graduated exit: 25% at -2%, -3%, -4%)
   +-- Daily loss limit + circuit breaker
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   Smart Execution (PostOnly limit orders, 30s fill window, IOC fallback)
        |
   Telegram + Discord Notifications

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Key Features

Feature	Description
LSTM + LightGBM Ensemble	Deep learning (PyTorch) combined with gradient boosting. Trade only when both agree.
Triple Barrier Labeling	Targets based on real trade outcomes (profit/stop/time), not arbitrary direction.
SHAP Feature Selection	62 indicators pruned to the 13 that actually predict. Recalculated every training cycle.
HMM Regime Detection	3-state Hidden Markov Model. No longs in bear markets, no shorts in bull markets.
Multi-Timeframe Voting	15m + 1h + 4h models vote with weighted consensus. Reduces noise, increases conviction.
ATR Dynamic Risk	Stop-loss and take-profit scale with volatility. Tight in calm markets, wide in volatile ones.
Auto-Unstuck	Graduated position reduction at -2%/-3%/-4% instead of instant full stop-loss.
Maker-First Execution	Limit orders save ~60% on fees. Automatic re-pricing if not filled.
26 Liquid Coins	BTC, ETH, SOL, BNB, DOGE, AVAX, LINK, ARB, OP, APT, SUI, INJ, TIA, WLD, NEAR, AAVE, DOT, ADA, XRP, LTC, BCH, CRV, ONDO, ENA, JUP, RENDER

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Configuration

After deepalpha-bot setup, edit config.json:

{
  "MAX_POSITIONS": 3,
  "LEVERAGE": 5,
  "MAX_DAILY_LOSS": 200,
  "MAX_RISK_PER_TRADE_PCT": 0.25,
  "CIRCUIT_BREAKER_LOSSES": 5
}

Setting	Default	Description
MAX_POSITIONS	3	Maximum simultaneous trades
LEVERAGE	5	Leverage per trade (BTC/ETH can go higher)
MAX_DAILY_LOSS	200	Stop trading after this daily loss
MAX_RISK_PER_TRADE_PCT	0.25	Max 25% of equity per trade
CIRCUIT_BREAKER_LOSSES	5	Pause after N consecutive losses

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Production Deployment (VPS)

For 24/7 trading, deploy on a VPS with PM2:

# Install PM2
npm install -g pm2

# Start bot with auto-restart
pm2 start "deepalpha-bot start" --name deepalpha

# Persist across reboots
pm2 save && pm2 startup

Recommended: any VPS with 1GB+ RAM (Hetzner, DigitalOcean, Vultr).

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CLI Commands

Command	Description
deepalpha-bot setup	Interactive setup + 7-day free trial
deepalpha-bot train	Train AI models on historical data
deepalpha-bot start	Start live trading
deepalpha-bot status	Check equity, positions, daily PnL
deepalpha-bot version	Show installed version

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Pricing

Plan	Price	Details
Free Trial	$0	7 days, all features included
Pro	$39/month	Cancel anytime
Lifetime	$199 one-time	Unlimited updates

Start free: deepalpha-bot setup or visit deepalphabot.com

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Don't want to run your own bot?

Copy Trading — Mirror our live trades on Bybit with zero setup:

Start Copy Trading

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Disclaimer

Trading cryptocurrency involves significant risk of loss. Past performance, including backtested results, does not guarantee future returns. This software is provided as-is without warranty. Only trade with capital you can afford to lose. This is not financial advice.

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DeepAlpha — Quantitative crypto trading for everyone.

deepalphabot.com | Discord | PyPI | Copy Trading