Google Cloud Platform Big Data & Machine Learning Fundamentals

This course will introduce you to Google Cloud’s big data and machine learning functions. You’ll begin with a quick overview of Google Cloud and then dive deeper into its data processing capabilities.

Course Objectives:

  • Identify the purpose and value of the key Big Data and Machine Learning products in Google Cloud.
  • Use Cloud SQL and Dataproc to migrate existing MySQL and Hadoop/Pig/Spark/Hive workloads to Google Cloud.
  • Employ BigQuery and Cloud SQL to carry out interactive data analysis.
  • Choose between different data processing products in Google Cloud.
  • Create ML models with BigQuery ML, ML APIs, and AutoML.

Target Audience

  • Data analysts, data scientists, and business analysts who are getting started with Google Cloud.
  • Individuals responsible for designing pipelines and architectures for data processing, creating and maintaining machine learning and statistical models, querying datasets, visualizing query results, and creating reports.
  • Executives and IT decision makers evaluating Google Cloud for use by data scientists.

Prerequisites

Roughly one year of experience with one or more of the following:

  • A common query language such as SQL.
  • Extract, transform, and load activities.
  • Data Modeling
  • Machine learning and/or statistics.
  • Programming in Python.

Course Outline

The course includes presentations, demonstrations, and hands-on labs.

  • Module 1: Introducing Google Cloud Platform
    • Google Platform Fundamentals Overview.
    • Google Cloud Platform Big Data Products.
    • Lab: Sign up for Google Cloud Platform.
  • Module 2: Compute and Storage Fundamentals
    • CPUs on demand (Compute Engine).
    • A global file system (Cloud Storage).
    • Cloud Shell.
    • Lab: Set up an Ingest-Transform-Publish data processing pipeline.
  • Module 3: Data Analytics on the Cloud
    • Stepping stones to the cloud.
    • Cloud SQL: your SQL database on the cloud.
    • Lab: Importing data into CloudSQL and running queries.
    • Spark on Dataproc.
    • Lab: Machine Learning Recommendations with Spark on Dataproc.
  • Module 4: Scaling Data Analysis
    • Fast random access.
    • Datalab.
    • BigQuery.
    • Lab: Build a Machine Learning Dataset.
  • Module 5: Machine Learning
    • Machine Learning with TensorFlow.
    • Lab: Carry out ML with TensorFlow.
    • Pre-built models for common needs.
    • Lab: Employ ML APIs.
  • Module 6: Data Processing Architectures
    • Message-oriented architectures with Pub/Sub.
    • Creating pipelines with Dataflow.
    • Reference architecture for real-time and batch data processing.
  • Module 7: Summary
    • Why GCP?
    • Where to go from here.
    • Additional Resources.

Schedule

DateTimeCourse Fee per pax
(10% VAT excluded)
TrainerVenueRegistration
16 Aug 20219:00 – 17:00 WIBRp 7 millionRocky van SchuylenburchOnlineDAFTAR
19 Aug 2021 9:00 – 17:00 WIB Rp 7 million Elkana Pariwono Online DAFTAR
24 Aug 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
1 Sep 2021 9:00 – 17:00 WIB Rp 7 million Elkana Pariwono Online DAFTAR
7 Sep 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
15 Sep 2021 9:00 – 17:00 WIB Rp 7 million Elkana Pariwono Online DAFTAR
23 Sep 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
29 Sep 2021 9:00 – 17:00 WIB Rp 7 million
0
Elkana Pariwono Online DAFTAR
7 Oct 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
12 Oct 2021 9:00 – 17:00 WIB Rp 7 million Elkana Pariwono Online DAFTAR
20 Oct 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
25 Oct 2021 9:00 – 17:00 WIB Rp 7 million Elkana Pariwono Online DAFTAR
4 Nov 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
8 Nov 2021 9:00 – 17:00 WIB Rp 7 million Elkana Pariwono Online DAFTAR
17 Nov 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
23 Nov 2021 9:00 – 17:00 WIB Rp 7 million Elkana Pariwono Online DAFTAR
2 Dec 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
8 Dec 2021 9:00 – 17:00 WIB Rp 7 million Elkana Pariwono Online DAFTAR
15 Dec 2021 9:00 – 17:00 WIB Rp 7 million Rocky van Schuylenburch Online DAFTAR
23 Dec 2021 9:00 – 17:00 WIB Rp 7 million
0
Elkana Pariwono Online DAFTAR
TBA: To be announced

Contact us

For more information about this course, feel free to drop us your questions by filling in the form on the right side.

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