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CO2 Prediction Tool

ML tool that estimates CO₂ emissions from product descriptions using NLP features and regression.

AIVisualizationPythonscikit-learnNLPFlaskPandas
NLP
Text features
MLP
Regressor
Batch
Bulk scoring

Links

No public links available yet.

CO2 Prediction Tool cover

Problem

Estimate CO₂ emissions using only a product's textual description.

Solution

Feature extraction with NLP (token/TF-IDF, domain features), training MLPRegressor baselines, Flask API for scoring, and a lightweight web UI.

Impact

  • Rapid estimates to support sustainability screening
  • Extensible pipeline for new product categories

Tech Stack

Python, scikit-learn, Pandas, Flask; simple web front-end.

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