About
On this Google Cloud Data Engineer Skills Bootcamp, you'll attain the fundamentals of cloud-based data solutions with an emphasis on the Google Cloud Platform (GCP).
What will I learn?
You will learn to harness the Google Cloud Platform to:
- design data processing systems
- ensure quality
- prepare your business for Machine Learning (ML)
- operationalize data processing systems
These vital processes help businesses make data-driven decisions at all levels of activity.
Level
5
Duration
11 weeks
Curriculum
Microsoft Azure Fundamentals (AZ-900T01-A)
- Module 1 — Cloud concepts
- Module 2 — Azure architecture and services
- Module 3 — Azure management and governance
Google Cloud Certified — Professional Data Engineer
Part A
- Module 1 — Introducing Google Cloud Platform
- Module 2 — Compute and Storage Fundamentals
- Module 3 — Data Analytics on the Cloud
- Module 4 — Scaling Data Analysis
- Module 5 — Machine Learning
- Module 6 — Data Processing Architectures
- Module 7 — Summary
Part B
- Module 1 — Google Cloud Dataproc Overview
- Module 2 — Running Dataproc Jobs
- Module 3 — Integrating Dataproc with Google Cloud Platform
- Module 4 — Making Sense of Unstructured Data with Google's Machine Learning APIs
- Module 5 — Serverless data analysis with BigQuery
- Module 6 — Serverless, autoscaling data pipelines with Dataflow
- Module 7 — Getting started with Machine Learning
- Module 8 — Building ML models with Tensorflow
- Module 9 — Scaling ML models with CloudML
- Module 10 — Feature Engineering
- Module 11 — Architecture of streaming analytics pipeline
- Module 12 — Ingesting Variable Volumes
- Module 13 — Implementing streaming pipelines
- Module 14 — Streaming analytics and dashboards
- Module 15 — High throughput and low-latency with Bigtable
Part C
- Module 1 — Understanding the Professional Data Engineer Certification
- Module 2 — Sample case studies for Professional Data Engineer exam
- Module 3 — Designing and Building Review
- Module 4 — Analysing and Modelling Review
- Module 5 — Reliability, Policy and Security Review
Exams
As part of this Skills Bootcamp, you'll sit the following exams:
- Microsoft Azure Fundamentals (AZ-900)
- Google Cloud Certified Professional Data Engineer