Data Science Model Deployments and Cloud Computing on GCP - Lab - Custom Model Training Using Web Console

Data Science Model Deployments and Cloud Computing on GCP - Lab - Custom Model Training Using Web Console

Assessment

Interactive Video

Information Technology (IT), Architecture, Social Studies

University

Practice Problem

Hard

Created by

Wayground Content

FREE Resource

This video tutorial demonstrates how to use the Vertex AI web console to train a custom machine learning model. It covers setting up a Jupyter Notebook, creating a service account, uploading necessary files, building a Docker image, and deploying the model to Vertex AI. The tutorial focuses on using logistic regression for model training and provides step-by-step instructions for each process.

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10 questions

Show all answers

1.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

What is the primary focus of using the Vertex AI web console in this tutorial?

To manually train a machine learning model

To learn about SDK integration

To explore pre-built models

To understand cloud storage

2.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Why is creating a service account important before starting with Vertex AI?

It helps in data visualization

It allows for model deployment

It is necessary for managing permissions

It provides access to Google Drive

3.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Which files are essential to upload to the Jupyter notebook for this tutorial?

Image files, video files, and audio files

Python script, HTML file, and CSS file

CSV file, JSON file, and XML file

Docker file, model training file, and requirements.txt

4.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

What is the base image used in the Docker file?

Python 3.10 slim

Ubuntu 20.04

Node.js 14

Java 11

5.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

What is the purpose of the Docker build command in this tutorial?

To build a Docker image from the Docker file

To create a new Jupyter notebook

To upload files to Google Cloud Storage

To delete existing Docker images

6.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

What role is assigned to the service account for accessing Google Cloud Storage?

Admin role

Custom role

Editor role

Viewer role

7.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

What is the final step before deploying the model to Vertex AI?

Running the Docker image locally

Creating a new service account

Deleting the model artifact

Uploading the CSV file

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