CryptoAnalyzer is an information system for collecting, analyzing, and short-term forecasting cryptocurrency prices using LSTM neural networks.

Features

• Data Collection
  Automated retrieval of historical OHLCV (Open, High, Low, Close, Volume) data via the Binance REST API.

• Preprocessing

  • Normalization and outlier removal
  • Generation of additional features: volatility, price delta, candle type, and more

• Visualization

  • Time-series charts of price and volume
  • Overlay of LSTM model forecasts on the price chart

• Price Forecasting

  • 1–2 minute ahead price predictions
  • Adjustable LSTM hyperparameters: number of layers, batch size, learning rate

Tech Stack

• Languages: C#, Python
• Frameworks & Libraries:
  • ASP.NET Core
  • Windows Forms
  • Keras.NET
• External API: Binance API