Combining Jobs, Services and CI

Titan Tutorial #12: Building a production-ready ML pipeline to predict hotel cancellations

Introduction

Proposed pipeline

Step 1: Setting up our Data WareHouse

SELECT 
*
FROM
`datasets.hotel_reservations`
ORDER BY
ReservationStatusDate DESC
LIMIT 10000;

Step 2: Processing the data

Step 3: Training the models

Step 4: Defining the prediction endpoints

Putting the pieces together through CI

The CI Pipeline
Google Cloud and Titan credentials

Wrap-up

Foreword

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