Machine Learning with New York Taxi data

Info

• This is a ML and MLOps project with real-world taxi data
• The following page contains info regarding the NY_Taxi_Dataset_Info
• The dataset can be found in NY_Taxi_Dataset

MLFlow tracking UI locally

• To visualize using MLFlow UI, run the following command

mlflow ui --backend-store-uri sqlite:///mlruns.db

For training using AWS and Prefect

• For training to use the MLFlow server on the AWS infrastructure and Prefect workpools, refer AWS_Prefect.md

Flask web service app

• The flask web service app scripts can be found in flask_web_service
• The instructions for running the flask web service app can be found in flask_web_service/README.md

For deploying the AWS Lambda function to AWS and creating an API endpoint

• The AWS lambda function can be found in aws_lambda_func
• The instructions for running the AWS lambda function can be found in aws_lambda_func/README.md