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Scientific Data Processing

7 ラボ · 44 クレジット · 5時 45分

Use Case (Advanced) Data science

Rent-a-VM to Process Earthquake Data

In this lab you spin up a virtual machine, configure its security, access it remotely, and then carry out the steps of an ingest-transform-and-publish data pipeline manually. This lab is part of a series of labs on processing scientific data.

Icon  intro introductory 1クレジット 40 分

Weather Data in BigQuery

In this lab you analyze historical weather observations using BigQuery and use weather data in conjunction with other datasets. This lab is part of a series of labs on processing scientific data.

Icon  fundamental fundamental 5クレジット 35 分

Distributed Image Processing in Cloud Dataproc

In this lab, you will learn how to use Apache Spark on Cloud Dataproc to distribute a computationally intensive image processing task onto a cluster of machines.

Icon  advanced advanced 7クレジット 1 時間

Distributed Computation of NDVI from Landsat Images Using Cloud Dataflow

In this lab you process Landsat data in a distributed manner using Apache Beam and Cloud Dataflow. This lab is part of a series of labs on processing scientific data.

Icon  advanced advanced 7クレジット 45 分

Analyzing Natality Data Using Datalab and BigQuery

In this lab you analyze a large (137 million rows) natality dataset using Google BigQuery and Cloud Datalab. This lab is part of a series of labs on processing scientific data.

Icon  advanced advanced 7クレジット 30 分

Predicting Baby Weight with TensorFlow on Cloud ML Engine

In this lab you train, evaluate, and deploy a machine learning model to predict a baby’s weight. You then send requests to the model to make online predictions. This lab is part of a series of labs on processing scientific data.

Icon  expert expert 9クレジット 1 時間 30 分

Image Classification of Coastline Images Using TensorFlow on Cloud ML Engine

In this lab, you carry out a transfer learning example based on Inception-v3 image recognition neural network. The objective is to classify coastline images captured using drones based on their potential for flood damage.

Icon  expert expert 9クレジット 1 時間 25 分