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Data Engineering on Google Cloud Platform (DEGCP)

 

Course Overview

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.

Profil słuchaczy

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

Wymagania

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

Cel szkolenia

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

Program szkolenia

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

Trwa 4 dni

Cena (excl. tax)
  • Polska: 8.500,- PLN
 
Click on town name to book Schedule
Europa
Polska
2019-10-22 - 2019-10-25 Warszawa Enroll
Niemcy
2019-09-10 - 2019-09-13 Frankfurt Enroll
2019-10-07 - 2019-10-10 Hamburg Enroll
2019-10-15 - 2019-10-18 Stuttgart Enroll
2019-11-04 - 2019-11-07 Monachium Enroll
2019-11-12 - 2019-11-15 Berlin Enroll
2019-11-26 - 2019-11-29 Düsseldorf Enroll
2019-12-10 - 2019-12-13 Frankfurt Enroll
2020-01-14 - 2020-01-17 Monachium Enroll
Austria
2019-11-04 - 2019-11-07 Wien (iTLS) Enroll
2020-04-21 - 2020-04-24 Wien (iTLS) Enroll
2020-10-13 - 2020-10-16 Wien (iTLS) Enroll
Belgia
2019-12-17 - 2019-12-20 Bruksela Język szkolenia: Angielski Enroll
Bułgaria
2019-10-14 - 2019-10-17 FLEX training This is an Angielski language FLEX course.   Time zone: Europe/Sofia Język szkolenia: Angielski Enroll
Francja
2019-12-17 - 2019-12-20 Paris Enroll
Hiszpania
2019-10-22 - 2019-10-25 Madrid Enroll
Holandia
2019-09-24 - 2019-09-27 Eindhoven Język szkolenia: Angielski Enroll
2019-10-29 - 2019-11-01 Utrecht Język szkolenia: Angielski Enroll
Portugalia
2019-11-05 - 2019-11-08 Lisbon Enroll
Rumunia
2019-12-02 - 2019-12-05 FLEX training This is an Angielski language FLEX course.   Time zone: Europe/Bucharest Język szkolenia: Angielski Enroll
Szwajcaria
2019-09-10 - 2019-09-13 Zurych Enroll
2019-12-10 - 2019-12-13 Zurych Enroll
2020-02-11 - 2020-02-14 Zurych Enroll
2020-08-18 - 2020-08-21 Zurych Enroll
Wielka Brytania
2019-11-19 - 2019-11-22 FLEX training This is an Angielski language FLEX course.   Time zone: Europe/London Enroll
2020-02-04 - 2020-02-07 FLEX training This is an Angielski language FLEX course.   Time zone: Europe/London Enroll
2020-05-12 - 2020-05-15 FLEX training This is an Angielski language FLEX course.   Time zone: Europe/London Enroll
2020-08-04 - 2020-08-07 FLEX training This is an Angielski language FLEX course.   Time zone: Europe/London Enroll
2020-11-03 - 2020-11-06 FLEX training This is an Angielski language FLEX course.   Time zone: Europe/London Enroll
Włochy
2019-11-12 - 2019-11-15 Roma Język szkolenia: Angielski Enroll
2019-12-10 - 2019-12-13 milano Język szkolenia: Angielski Enroll
North America
Stany Zjednoczone
2019-10-22 - 2019-10-25 Online training Time zone: US/Central Język szkolenia: Angielski Enroll
2019-12-17 - 2019-12-20 Online training Time zone: US/Eastern Język szkolenia: Angielski Enroll
Kanada
2019-10-22 - 2019-10-25 Online training Time zone: Canada/Central Język szkolenia: Angielski Enroll
Latin America
Argentyna
2019-12-10 - 2019-12-13 Online training Time zone: America/Buenos_Aires Język szkolenia: Hiszpania Enroll
Brazylia
2019-09-24 - 2019-09-27 Online training Time zone: America/Sao_Paulo Język szkolenia: Portugalski Enroll
2019-12-03 - 2019-12-06 Online training Time zone: America/Sao_Paulo Język szkolenia: Portugalski Enroll
Chile
2019-09-25 - 2019-09-28 Online training Time zone: America/Santiago 3 dni Język szkolenia: Hiszpania Enroll
Kostaryka
2019-10-01 - 2019-10-04 Online training Time zone: America/Costa_Rica Język szkolenia: Hiszpania Enroll
Peru
2019-11-05 - 2019-11-08 Online training Time zone: America/Lima Język szkolenia: Hiszpania Enroll
Asia Pacific
India
2019-09-09 - 2019-09-12 FLEX training This is an Angielski language FLEX course.   Time zone: Asia/Calcutta Enroll
Singapur
2019-09-09 - 2019-09-12 Singapur Enroll
2019-11-04 - 2019-11-07 Singapur Enroll
This is an Instructor-Led Online course
This is a FLEX course, which is delivered both virtually and in the classroom.
 

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