Entertain the idea of BigQuery ML for image classification

decorative: blue disc standing edgewise on a red surface against a black background
decorative: blue disc standing edgewise on a red surface against a black background
Photo by Michael Dziedzic on Unsplash

Background


Alternative to custom training: AutoML — build a great model from scratch

Vertex AI logo
Vertex AI logo
Vertex AI (Source: Google Cloud)

Background


Serving the model on Vertex AI to produce online prediction and explanation

Vertex AI logo
Vertex AI logo
Vertex AI (Source: Google Cloud)

Background

Model Deployment



Tuning model hyperparameters, and visualizing metrics on managed Tensorboard

Vertex AI logo
Vertex AI logo
Vertex AI (Source: Google Cloud)

Background

Optimization Idea


Starting from scratch, arriving at the first model trained on Vertex AI

Vertex AI logo
Vertex AI logo
Vertex AI (Source: Google Cloud)

Background and Motivation



How to achieve good accuracy by bootstrapping with minimum manually labeled examples

Child yelling into a microphone
Child yelling into a microphone
Photo by Jason Rosewell on Unsplash

Background



Source: cloudplatform.googleblog.com

Background

Eileen Pangu

Eng @ FANG. Enthusiastic tech generalist. Enjoy distilling wisdom from experiences. Believe in that learning is a lifelong journey.

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store