___       _       _ _ _                  _     _____              _ _               ____        _ 
|_ _|_ __ | |_ ___| | (_) __ _  ___ _ __ | |_  |_   _| __ __ _  __| (_)_ __   __ _  | __ )  ___ | |_
 | || '_ \| __/ _ \ | | |/ _` |/ _ \ '_ \| __|   | || '__/ _` |/ _` | | '_ \ / _` | |  _ \ / _ \| __|
 | || | | | ||  __/ | | | (_| |  __/ | | | |_    | || | | (_| | (_| | | | | | (_| | | |_) | (_) | |_ 
|___|_| |_|\__\___|_|_|_|\__, |\___|_| |_|\__|   |_||_|  \__,_|\__,_|_|_| |_|\__, | |____/ \___/ \__|
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₿   Ξ   ₳   ₮   ✕   ◎   ●   Ð   Ł   Ƀ   Ⱥ   ∞   ξ   ◈   ꜩ   ɱ   ε   ɨ   Ɓ   Μ   Đ  ⓩ  Ο   Ӿ   Ɍ  ȿ

](https://t.me/intelligent_trading_signals) 📈 **[Intelligent Trading Signals 📉 **

Intelligent trading bot

The aim of the project is to develop an intelligent trading bot for automated trading including cryptocurrencies using state-of-the-art machine learning (ML) algorithms and feature engineering. The project provides the following major functionalities:

• Clear and consistent separation between offline (batch) mode for training ML models and online (stream) mode for predicting based on the trained models. One of the main challenges here is to guarantee that the same (derived) features are used in both modes
• Extensible approach to defining derived features using (Python) functions including standard technical indicators as well as arbitrary custom features
• Providing possibility to work with different trade frequencies (time rasters), for example, 1 minute, 1 hour or 1 day
• Customizable functions for sending signals or predictions in online mode, for example, sending to Telegram channels, API end-point, storing in a database or executing real transactions
• Functions for backtesting and measuring trade performance on historic data which is more difficult because requires periodic re-train of the used ML models
• Trading service for online mode which uses a configuration file to regtularly retrieve data updates, do analysis and send signals or execute trade transactions

Intelligent trading signals

The signaling service is running in cloud and sends its signals to this Telegram channel:

📈 [Intelligent Trading Signals](https://t.me/intelligent_trading_signals) 📉 **

Everybody can subscribe to the channel to get the impression about the signals this bot can generate.

Currently, the bot is configured using the following parameters:

• Exchange: Binance
• Cryptocurrency: ₿ Bitcoin (BTCUSDT)
• Analysis frequency: 1 minute
• Intelligent indicator between -1 and +1. Negative values mean decrease, and positive values mean increase of the price

Example notification:

₿ 24.518 📉📉📉 Score: -0.26

The first number is the latest close price. The score -0.26 means that it is very likely to see the price lower than the current close price.