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Crop Embedding Toolkit

A research toolkit for training and evaluating environmental embeddings used in crop performance prediction, with reproducible experiment configs.

Python / PyTorch / Pandas / scikit-learn

  • Research
  • Machine Learning
Code

Environmental Data Pipeline

An ETL pipeline that ingests, cleans, and aligns multi-source environmental and yield data into analysis-ready datasets.

Python / DuckDB / Polars / Airflow

  • Data Engineering
  • Pipelines
Code

Model Results Dashboard

A lightweight web dashboard for visualizing model metrics, predictions, and embedding spaces during research iterations.

React / TypeScript / Vite / Tailwind CSS

  • Web App
  • Data Viz
Code Demo

Experiment Tracker CLI

A small command-line tool to log, compare, and reproduce ML experiments with deterministic seeds and config snapshots.

Python / Typer / SQLite

  • CLI
  • Tooling
Code