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Eth AI
Forecaster

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Eth AI Forecaster — Ethereum price forecast chart with predicted movement plotted as black dots

About the Project

Eth AI Forecaster pulls Ethereum's price history from Yahoo Finance via yfinance, going back to 2018, and uses a machine learning model to forecast the next likely price movement. Built with Python, pandas, and Jupyter notebooks.

The Problem

Cryptocurrency price data is noisy and volatile — a model that overfits to short-term swings produces forecasts that look precise but mean nothing. The challenge was building a pipeline that could clean and structure years of price history, then produce a forecast simple enough to read at a glance.

The Approach

Built a pandas-based pipeline to pull and structure historical ETH price data, charted the full trend from 2018 to present, then layered a forecasting model on top that plots predicted next-day movement directly onto the historical chart as distinct marked points — keeping the prediction visually separate from the historical data it's based on.

Project Screenshots

Charts pulled directly from the project: historical price trend, the forecast table, and the day-ahead prediction overlay.

Eth AI Forecaster — price history table Eth AI Forecaster — day-ahead forecast chart Eth AI Forecaster — full price trend plot
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