Cryptocurrency News Crawler with Sentiment Analysis

2023
Python, Sentiment Analysis
Cryptocurrency News Sentiment Analysis
Cryptocurrency News Sentiment Analysis

About Project

Objective

Crawl cryptocurrency news automatically and perform sentiment analysis

Tools & Technologies

Python, scikit-learn, tensorflow

Description

  • Implemented cryptocurrency news crawler from multiple news site.
  • Trained Machine Learning and Deep Learning model to perform sentiment analysis. Decision Tree yields higher accuracy and f1-score than other models such as XGBoost and BiLSTM. The only model that has slightly better accuracy than Decision Tree is RandomForest, but it has a much larger size when exported (5 times larger).

Role(s)

Data Scientist
Front End Developer

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© 2024 Ryan Fernaldy

T'was grace that brought us safe thus far and grace will lead us home