Data Science on Google Cloud
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Introduction to SQL for BigQuery and Cloud SQL
In this lab you will learn fundamental SQL clauses and will get hands on practice running structured queries on BigQuery and Cloud SQL.
Ingesting Data Into The Cloud
In this lab you'll learn how to use a bash script to download selected data from a large public data set that is available on the internet.
Loading Data into Google Cloud SQL
In this lab you will import data from CSV text files into Cloud SQL and then carry out some basic data analysis using simple queries.
Visualizing Data with Google Data Studio
This lab demonstrates how to use Google Data Studio to visualize data stored in Google BigQuery.
Processing Data with Google Cloud Dataflow
In this lab you will simulate a real-time real world data set from a historical data set. This simulated data set will be processed from a set of text files using Python and Google Cloud DataFlow, and the resulting simulated real-time data will be stored in Google BigQuery.
warning [DEPRECATED] Interactive Data Exploration with Vertex AI Workbench
Learn the process of analyzing a data set stored in BigQuery using Vertex AI Workbench to perform queries and present the data using various statistical plotting techniques.
Evaluating a Data Model
Learn the process for partitioning a data set into a training set that will be used to develop a model, and a test set that can then be used to evaluate the accuracy of the model and then independently evaluate predictive models in a repeatable manner.