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
Modality: C

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
Modality: L
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
Apr 9, 2019 - Apr 12, 2019 Entrenamiento en línea Zona Horaria: America/Buenos_Aires Lenguaje del curso: Español
Brasil
Mar 19, 2019 - Mar 22, 2019 Entrenamiento en línea Zona Horaria: America/Sao_Paulo Lenguaje del curso: Portugués
May 7, 2019 - May 10, 2019 Entrenamiento en línea Zona Horaria: America/Sao_Paulo Lenguaje del curso: Portugués
Chile
Jan 21, 2019 - Jan 24, 2019 Entrenamiento en línea Zona Horaria: America/Santiago Lenguaje del curso: Español
Colombia
Mar 12, 2019 - Mar 15, 2019 Entrenamiento en línea Zona Horaria: America/Bogota Lenguaje del curso: Español
Costa Rica
May 14, 2019 - May 17, 2019 Entrenamiento en línea Zona Horaria: America/Costa_Rica Lenguaje del curso: Español
México
Feb 12, 2019 - Feb 15, 2019 Entrenamiento en línea Zona Horaria: America/Mexico_City Lenguaje del curso: Español
Perú
Jun 4, 2019 - Jun 7, 2019 Entrenamiento en línea Zona Horaria: America/Lima Lenguaje del curso: Español
Europa
Alemania
Jan 8, 2019 - Jan 11, 2019 Hamburgo
Jan 22, 2019 - Jan 25, 2019 Muenster
Feb 5, 2019 - Feb 8, 2019 Munich
Feb 19, 2019 - Feb 22, 2019 Berlín
Mar 5, 2019 - Mar 8, 2019 Düsseldorf
Mar 19, 2019 - Mar 22, 2019 Frankfurt
Apr 2, 2019 - Apr 5, 2019 Hamburgo
Apr 23, 2019 - Apr 26, 2019 Stuttgart
Austria
Feb 5, 2019 - Feb 8, 2019 Wien (iTLS)
May 6, 2019 - May 9, 2019 Wien (iTLS)
España
Jan 22, 2019 - Jan 25, 2019 Madrid
May 7, 2019 - May 10, 2019 Madrid
Italia
Jan 22, 2019 - Jan 25, 2019 Roma
Feb 19, 2019 - Feb 22, 2019 Milano
Apr 9, 2019 - Apr 12, 2019 Roma
May 21, 2019 - May 24, 2019 Milano
Países bajos
Feb 19, 2019 - Feb 22, 2019 FLEX training Curso FLEX. Lenguaje: Inglés
Zona Horaria: Europe/Amsterdam
May 14, 2019 - May 17, 2019 FLEX training Curso FLEX. Lenguaje: Inglés
Zona Horaria: Europe/Amsterdam
Portugal
Jan 29, 2019 - Feb 1, 2019 Lisboa
May 14, 2019 - May 17, 2019 Lisboa
Reino Unido
Feb 19, 2019 - Feb 22, 2019 FLEX training Curso FLEX. Lenguaje: Inglés
Zona Horaria: Europe/London
May 14, 2019 - May 17, 2019 FLEX training Curso FLEX. Lenguaje: Inglés
Zona Horaria: Europe/London
República Checa
Apr 1, 2019 - Apr 4, 2019 FLEX training Curso FLEX. Lenguaje: Inglés
Zona Horaria: Europe/Prague
Suiza
Mar 19, 2019 - Mar 22, 2019 Zurich
Turquía
Jan 28, 2019 - Jan 31, 2019 FLEX training Curso FLEX. Lenguaje: Inglés
Zona Horaria: Asia/Istanbul