farm-world-ml

Picks-and-Shovels FarmWorld ML Part Repository

Stacks

Python 3.11
Tensorflow 2.13.0

Functions

Plant Disease Detection
- Plant disease detection determines pests and diseases through photos of the user's plant leaves and even suggests solutions for the pests.
- Open Dataset and API
  - Using Kaggle Plant Village Dataset (https://www.kaggle.com/datasets/abdallahalidev/plantvillage-dataset)
  - Generate plant disease solutions answers using Google Gemini (https://gemini.google.com/app)
Post and crop recommendations for users
- "recommendation" recommends crops for the user and articles that may be helpful for urban agriculture.
- Reference
  - https://github.com/lsjsj92/recommender_system_with_Python

How to use

general

clone this repository
run setup.sh to install requirements.txt

disease_detection

download pre-trained model in disease_detection directory

download at https://drive.google.com/file/d/1SSs4ZLdTdUOOYDp5Fjpql7AlISgTm_0B/view?usp=drive_link

unzip archive.zip in this directory
run disease_detection/pred.py with img_url to argv[1]
- python3.11 disease_detection/pred.py "your_img_url"
then result will print in console (sentences)

recommendation

recommend_crop

run recommendation/recommend_crop.py with userId to argv[1]
- python3.11 recommendation/recommend_crop.py 0
then result will print in console (crop_name or cropId)

recommend_post

run recommendation/recommend_post.py with userId to argv[1]
- python3.11 recommendation/recommend_post.py 0
then result will print in console (boardId)