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Scientific Data Processing

Advanced · 7 Laboratorios · 44 Créditos · 5h 45m

Use Case (Advanced) Data science

Big data, machine learning, and scientific data? It sounds like the perfect match. In this advanced-level quest, you will get hands-on practice with GCP services like Big Query, Dataproc, and Tensorflow by applying them to use cases that employ real-life, scientific data sets. By getting experience with tasks like earthquake data analysis and satellite image aggregation, Scientific Data Processing will expand your skill set in big data and machine learning so you can start tackling your own problems across a spectrum of scientific disciplines.

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 Crédito 40 Minutos

Datos meteorológicos en BigQuery

En este lab, analizará observaciones meteorológicas históricas con BigQuery y usará datos del clima junto con otros conjuntos de datos. Forma parte de una serie de labs de procesamiento científico de datos.

Icon  fundamental fundamental 5 Créditos 35 Minutos

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 Créditos 1 Hora

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 Créditos 45 Minutos

Análisis de datos de natalidad mediante Datalab y BigQuery

En este lab, analizará un gran conjunto de datos (137 millones de filas) sobre natalidad con Google BigQuery y Cloud Datalab. Este lab es parte de una serie de labs que abordan el procesamiento de datos científicos.

Icon  advanced advanced 7 Créditos 30 Minutos

Predicción del peso de los bebés con TensorFlow en Cloud ML Engine

En este lab, entrenará, evaluará e implementará un modelo de aprendizaje automático a fin de predecir el peso de los bebés. Luego, enviará solicitudes al modelo para hacer predicciones en línea. Este lab es parte de una serie de labs que abordan el procesamiento de datos científicos.

Icon  expert expert 9 Créditos 1 Hora 30 Minutos

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 Créditos 1 Hora 25 Minutos

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