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

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

disease_detection

1. download pre-trained model in disease_detection directory

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

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

recommendation

recommend_crop

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

recommend_post

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