https://github.com/victordibia/cml_taxi

https://github.com/victordibia/cml_taxi

Last synced: 11 months ago
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• Host: GitHub
• URL: https://github.com/victordibia/cml_taxi
• Owner: victordibia
• License: mit
• Created: 2021-01-22T01:22:51.000Z (over 5 years ago)
• Default Branch: main
• Last Pushed: 2021-01-22T04:23:39.000Z (over 5 years ago)
• Last Synced: 2025-02-27T05:52:35.540Z (over 1 year ago)
• Language: Jupyter Notebook
• Size: 2.61 MB
• Stars: 1
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Taxi Fare Prediction 

This repo demonstrate steps in examples on how production ML pipelines can be orchestrated using platforms like Google Compute Platform.

## Architecture and Components

![System Architecture](docs/images/taxiarchitecture.png)

- Data [New York Taxi Cab](https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page)

-  

## TODOs

Initial high level list of tasks: 

- [ ] Data exploration: Explore interesting data insights, data transformation tasks etc 

- [ ] Model Training: Explore a set of models, automated hyperparameter search, distributed training, model evaluation etc

- [ ] Model Serving: Promoting good models to production, serving predictions over an api enddpoint 

- [ ] Front end: User interface for exploring predictions.