wcj365/nlp_ml

NLP and ML

NLP and ML

Demonstrate the use of NLP and ML using data from FDA medical device recalls enforcement reports.

Project Structure

• .venv/ - The Python virtual environment to run this project
• data/
  • source/: the data collected from the source (OpenFDA)
  • prepared/: the data prepared fro ML
• src/ - The source code (Jupyter notebooks & Python scripts)
• requirements.txt - The list of required Python libraries

Data Science Process

The process includes four steps:

• 1. Collect data from Open FDA via API calls
• 2. Exploratory data analysis (EDA)
• 3. Prepare data for machine learning
• 4. Predict using machine learning