Skip to content

Data Science & Analytics

Bitcoin Price Forecasting (BTC/USD)

A Bitcoin (BTC/USD) price forecasting system that pulls historical market data and predicts future price trends using deep-learning time-series models.

  • Python
  • LSTM
  • RNN
  • Time-Series Forecasting
  • Deep Learning
  • Yahoo Finance API
  • Pandas
  • TensorFlow/Keras
Bitcoin Price Forecasting (BTC/USD) — cover

Case study

The build, in detail

Overview

A forecasting system for Bitcoin (BTC/USD) prices.

How it works

It automatically pulls historical market data from Yahoo Finance, prepares and normalizes the time-series data and trains recurrent neural network models (LSTM/RNN) to learn patterns and forecast future price movement.

What the project covers

The project covers the full workflow — data collection, preprocessing, model training and visualizing predicted versus actual prices — demonstrating applied time-series forecasting with deep learning.

Inside the build

Screens from the system

  • Bitcoin Price Forecasting (BTC/USD) — system architecture
    Bitcoin Price Forecasting (BTC/USD) — system architecture