Data Engineering on Google Cloud Platform (DEGCP)

Descripcion de Curso Calendario
 

Resumen del Curso

This four-day instructor-led class provides participants a hands-on introduction to designing and building data processing systems on Google Cloud Platform. Through a combination of presentations, demos, and hand-on labs, participants will learn how to design data processing systems, build end-to-end data pipelines, analyze data and carry out machine learning. The course covers structured, unstructured, and streaming data.

Quién debería asistir

This class is intended for experienced developers who are responsible for managing big data transformations including:

  • Extracting, Loading, Transforming, cleaning, and validating data
  • Designing pipelines and architectures for data processing
  • Creating and maintaining machine learning and statistical models
  • Querying datasets, visualizing query results and creating reports

Prerrequisitos

To get the most of out of this course, participants should have:

  • Completed Google Cloud Fundamentals: Big Data and Machine Learning (GCF-BDM) course OR have equivalent experience
  • Basic proficiency with common query language such as SQL
  • Experience with data modeling, extract, transform, load activities Developing applications using a common programming language such Python
  • Familiarity with Machine Learning and/or statistics

Objetivos del curso

This course teaches participants the following skills:

  • Design and build data processing systems on Google Cloud Platform
  • Process batch and streaming data by implementing autoscaling data pipelines on Cloud Dataflow
  • Derive business insights from extremely large datasets using Google BigQuery
  • Train, evaluate and predict using machine learning models using Tensorflow and Cloud ML
  • Leverage unstructured data using Spark and ML APIs on Cloud Dataproc
  • Enable instant insights from streaming data

Contenido del curso

Module 1: Google Cloud Dataproc Overview
  • Creating and managing clusters.
  • Leveraging custom machine types and preemptible worker nodes.
  • Scaling and deleting Clusters.
  • Lab: Creating Hadoop Clusters with Google Cloud Dataproc.
Module 2: Running Dataproc Jobs
  • Running Pig and Hive jobs.
  • Separation of storage and compute.
  • Lab: Running Hadoop and Spark Jobs with Dataproc.
  • Lab: Submit and monitor jobs.
Module 3: Integrating Dataproc with Google Cloud Platform
  • Customize cluster with initialization actions.
  • BigQuery Support.
  • Lab: Leveraging Google Cloud Platform Services.
Module 4: Making Sense of Unstructured Data with Google’s Machine Learning APIs
  • Google’s Machine Learning APIs.
  • Common ML Use Cases.
  • Invoking ML APIs.
  • Lab: Adding Machine Learning Capabilities to Big Data Analysis.
Module 5: Serverless data analysis with BigQuery
  • What is BigQuery.
  • Queries and Functions.
  • Lab: Writing queries in BigQuery.
  • Loading data into BigQuery.
  • Exporting data from BigQuery.
  • Lab: Loading and exporting data.
  • Nested and repeated fields.
  • Querying multiple tables.
  • Lab: Complex queries.
  • Performance and pricing.
Module 6: Serverless, autoscaling data pipelines with Dataflow
  • The Beam programming model.
  • Data pipelines in Beam Python.
  • Data pipelines in Beam Java.
  • Lab: Writing a Dataflow pipeline.
  • Scalable Big Data processing using Beam.
  • Lab: MapReduce in Dataflow.
  • Incorporating additional data.
  • Lab: Side inputs.
  • Handling stream data.
  • GCP Reference architecture.
Module 7: Getting started with Machine Learning
  • What is machine learning (ML).
  • Effective ML: concepts, types.
  • ML datasets: generalization.
  • Lab: Explore and create ML datasets.
Module 8: Building ML models with Tensorflow
  • Getting started with TensorFlow.
  • Lab: Using tf.learn.
  • TensorFlow graphs and loops + lab.
  • Lab: Using low-level TensorFlow + early stopping.
  • Monitoring ML training.
  • Lab: Charts and graphs of TensorFlow training.
Module 9: Scaling ML models with CloudML
  • Why Cloud ML?
  • Packaging up a TensorFlow model.
  • End-to-end training.
  • Lab: Run a ML model locally and on cloud.
Module 10: Feature Engineering
  • Creating good features.
  • Transforming inputs.
  • Synthetic features.
  • Preprocessing with Cloud ML.
  • Lab: Feature engineering.
Module 11: Architecture of streaming analytics pipelines
  • Stream data processing: Challenges.
  • Handling variable data volumes.
  • Dealing with unordered/late data.
  • Lab: Designing streaming pipeline.
Module 12: Ingesting Variable Volumes
  • What is Cloud Pub/Sub?
  • How it works: Topics and Subscriptions.
  • Lab: Simulator.
Module 13: Implementing streaming pipelines
  • Challenges in stream processing.
  • Handle late data: watermarks, triggers, accumulation.
  • Lab: Stream data processing pipeline for live traffic data.
Module 14: Streaming analytics and dashboards
  • Streaming analytics: from data to decisions.
  • Querying streaming data with BigQuery.
  • What is Google Data Studio?
  • Lab: build a real-time dashboard to visualize processed data.
Module 15: High throughput and low-latency with Bigtable
  • What is Cloud Spanner?
  • Designing Bigtable schema.
  • Ingesting into Bigtable.
  • Lab: streaming into Bigtable.
Classroom training

Duración 4 días

Precio (sin incluir impuestos)
  • Panama: US$ 2.040,-
  • Argentina: US$ 2.040,-
  • Brasil: US$ 2.040,-
  • Chile: US$ 2.040,-
  • Colombia: US$ 2.040,-
  • Costa Rica: US$ 2.040,-
  • México: US$ 2.040,-
  • Perú: US$ 2.040,-
Fechas y Registro
Entrenamiento en línea

Duración 4 días

Precio (sin incluir impuestos)
  • Panama: US$ 2.040,-
  • Argentina: US$ 2.040,-
  • Brasil: US$ 2.040,-
  • Chile: US$ 2.040,-
  • Colombia: US$ 2.040,-
  • Costa Rica: US$ 2.040,-
  • México: US$ 2.040,-
  • Perú: US$ 2.040,-
Fechas y Registro
 
Presionar el boton sobre el nombre de la ciudad para reservar Calendario
Este es un curso en línea Guiado por un Instructor
Este es un curso FLEX, que es entregado tanto virtualmente como en el salón de clase.
América Latina
Argentina
Dec 10, 2019 - Dec 13, 2019 Entrenamiento en línea Zona Horaria: America/Buenos_Aires Lenguaje del curso: Español
Brasil
Sep 24, 2019 - Sep 27, 2019 Entrenamiento en línea Zona Horaria: America/Sao_Paulo Lenguaje del curso: Portugués
Dec 3, 2019 - Dec 6, 2019 Entrenamiento en línea Zona Horaria: America/Sao_Paulo Lenguaje del curso: Portugués
Chile
Sep 25, 2019 - Sep 28, 2019 Entrenamiento en línea Zona Horaria: America/Santiago 3 días Lenguaje del curso: Español
Colombia
Aug 20, 2019 - Aug 23, 2019 Entrenamiento en línea Zona Horaria: America/Bogota Lenguaje del curso: Español
Costa Rica
Oct 1, 2019 - Oct 4, 2019 Entrenamiento en línea Zona Horaria: America/Costa_Rica Lenguaje del curso: Español
México
Jul 8, 2019 - Jul 11, 2019 Entrenamiento en línea Zona Horaria: America/Mexico_City Lenguaje del curso: Español
Perú
Nov 5, 2019 - Nov 8, 2019 Entrenamiento en línea Zona Horaria: America/Lima Lenguaje del curso: Español
Europa
Alemania
Jul 16, 2019 - Jul 19, 2019 Muenster
Jul 30, 2019 - Aug 2, 2019 Munich
Aug 13, 2019 - Aug 16, 2019 Berlín
Aug 27, 2019 - Aug 30, 2019 Düsseldorf
Sep 10, 2019 - Sep 13, 2019 Frankfurt
Oct 7, 2019 - Oct 10, 2019 Hamburgo
Oct 15, 2019 - Oct 18, 2019 Stuttgart
Nov 4, 2019 - Nov 7, 2019 Munich
Austria
Jul 30, 2019 - Aug 2, 2019 Viena (iTLS)
Nov 4, 2019 - Nov 7, 2019 Viena (iTLS)
Bélgica
Dec 17, 2019 - Dec 20, 2019 Bruselas Lenguaje del curso: Inglés
España
Jul 16, 2019 - Jul 19, 2019 Madrid
Oct 22, 2019 - Oct 25, 2019 Madrid
Francia
Dec 17, 2019 - Dec 20, 2019 París
Italia
Jul 23, 2019 - Jul 26, 2019 Roma
Sep 3, 2019 - Sep 6, 2019 Milano
Nov 12, 2019 - Nov 15, 2019 Roma
Dec 10, 2019 - Dec 13, 2019 Milano
Países bajos
Aug 27, 2019 - Aug 30, 2019 Utrecht Lenguaje del curso: Inglés
Sep 24, 2019 - Sep 27, 2019 Eindhoven Lenguaje del curso: Inglés
Oct 29, 2019 - Nov 1, 2019 Utrecht Lenguaje del curso: Inglés
Polonia
Jul 15, 2019 - Jul 18, 2019 Varsovia
Oct 22, 2019 - Oct 25, 2019 Varsovia
Reino Unido
Sep 3, 2019 - Sep 6, 2019 FLEX training Curso FLEX. Lenguaje: Inglés
Zona Horaria: Europe/London
Nov 19, 2019 - Nov 22, 2019 FLEX training Curso FLEX. Lenguaje: Inglés
Zona Horaria: Europe/London
Suiza
Sep 10, 2019 - Sep 13, 2019 Zurich
Dec 10, 2019 - Dec 13, 2019 Zurich
América del Norte
Estados Unidos de América
Aug 20, 2019 - Aug 23, 2019 Entrenamiento en línea Zona Horaria: US/Eastern Lenguaje del curso: Inglés
Oct 22, 2019 - Oct 25, 2019 Entrenamiento en línea Zona Horaria: US/Central Lenguaje del curso: Inglés
Dec 17, 2019 - Dec 20, 2019 Entrenamiento en línea Zona Horaria: US/Eastern Lenguaje del curso: Inglés
Canadá
Aug 20, 2019 - Aug 23, 2019 Entrenamiento en línea Zona Horaria: Canada/Eastern Lenguaje del curso: Inglés
Oct 22, 2019 - Oct 25, 2019 Entrenamiento en línea Zona Horaria: Canada/Central Lenguaje del curso: Inglés
Asia-Pacífico
Singapur
Jul 29, 2019 - Aug 1, 2019 Singapur
Sep 9, 2019 - Sep 12, 2019 Singapur
Nov 4, 2019 - Nov 7, 2019 Singapur