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MLBackendData
Crypto Market Analysis & Trading Bot
Real-time multi-exchange analysis of 10,000+ assets
PythonExchange APIsPandasNumPyOrder Book AnalyticsTelegram
2024–Present
Scalping, momentum, breakout
Supported strategies
Automatic TP/SL + time-limit exits
Risk management
< 1.5s
Average order execution time
VIP list + slippage control
Smart filters
Overview
A real-time crypto trading and monitoring system fully controlled through Telegram. It aggregates market data from multiple exchanges, computes live signals from price, volume and order book features, and executes automated or manual trades using configurable strategies. Designed for low-latency reaction to early price movements, remote configuration, and safe operation with TP/SL, slippage control, filters, VIP lists and strategy time limits.
Problem
- •Detect early micro-pumps and volume anomalies across thousands of assets
- •Stream heterogeneous data from multiple exchanges while respecting rate limits
- •Execute trades automatically while enforcing risk constraints (TP/SL, time limits, slippage)
- •Provide remote control and configuration without exposing exchange credentials
Approach
- •Multi-exchange ingestion (Binance, KuCoin, Poloniex, Digifinex, Latoken) with automatic retry/backoff
- •Order book inspection and feature engineering (depth, spread, imbalance, volatility, liquidity skew)
- •Signal engine with thresholds, cool-down logic and per-market rules
- •Automated trading with TP/SL, partial exits, time-limit closes and slippage control
- •Telegram UI for remote commands: start/stop alerts, buy, strategy mode, logs, filters, VIP coins
- •CSV logging for order book snapshots, operations history and post-trade analytics
Results
- •Tested in live markets with multiple profitable trades
- •Achieved consistent positive results using momentum and micro-pump strategies
- •Real-time monitoring for 10,000+ markets with sub-second reaction time
Gallery
