Google Cloud Professional Data Engineer Certification Course

سرفصل های دوره

Learn to use Google Cloud for Data Engineering and prepare for the Certification Exam!

1. Introduction and Course Welcome

1.1 Course Slides.html

1. COURSE OVERVIEW LECTURE - PLEASE DO NOT SKIP!.html

2. Course Curriculum Overview

3. GCP Data Overview

4. Data Lifecycle

2. Introduction to Google Cloud

1. Introduction to Google Cloud.html

2. What is Cloud A Cloud Computing Overview

3. GCP Network Infrastructure

4. GCP Network Connections

5. Why Choose GCP

6. Google Cloud Account Set-up

7. Billing and Budgets

8. Billing Tour DEMO

9. Setting a Budget Alert DEMO

3. Google Storage Overview

1. GCP Storage Overview

2. GCP Storage Tour

3. Cloud Storage

4. Cloud Storage DEMO

5. Filestore

6. Filestore DEMO

7. Cloud SQL

8. Cloud SQL DEMO

9. Cloud Spanner

10. Cloud Spanner DEMO

11. Cloud BigTable

12. Memorystore

4. Big Data Overview

1. Big Data Overview

2. MapReduce

3. Apache Hadoop

4. Apache Pig

5. Apache Spark

6. Apache Kafka

5. Google Bigquery

1. Introduction to Bigquery

2. Data Lakes vs Data Warehouse

3. BigQuery Architecture

4. BigQuery Basic Hierarchy

5. BigQuery Basics DEMO

6. BigQuery Command Line Tool DEMO

7. BigQuery Ingesting Data Input

8. BigQuery Loading Data DEMO

9. BigQuery Understanding Schemas

10. BigQuery Nested and Repeated Fields

11. Nested Fields DEMO

12. Partioning and Clustering

13. BigQuery and Machine Learning

14. BigQuery and Machine Learning DEMO

15. BigQuery Best Practices

16. BigQuery IAM Policy and Monitoring

17. BigQuery Streaming

6. Dataproc on Google Cloud

1. Introduction to Dataproc

2. Hadoop Based Ecosystem Review

3. Dataproc Key Features

4. Dataproc Optimization

5. Dataproc DEMO

6. Dataproc with Cloud Storage

7. Cloud Data Fusion

1. Introduction to Data Fusion

2. Cloud Data Fusion

3. Data Fusion User Interface

4. Data Fusion DEMO

8. Cloud Composer

1. Introduction to Cloud Composer

2. Apache Airflow Overview

3. Cloud Composer

4. Cloud Composer DEMO

9. Cloud Dataflow

1. Introduction to Cloud Dataflow

2. Cloud Dataflow Overview

3. Cloud Dataflow Templates and SQL

4. Cloud Dataflow DEMO

10. Google Cloud Pub Sub

1. Introduction to Pub Sub

2. Apache Kafka Pulsar

3. Pub Sub Overview

4. Pub Sub Architecture

5. Pub Sub DEMO

11. Data Studio on Google Cloud

1. Introduction to Data Studio

2. Data Studio Overview

3. Data Studio DEMO

12. Dataprep on Google Cloud

1. Introduction to Dataprep

2. Dataprep Features and Overview

3. Dataprep DEMO

13. Machine Learning on GCP

1. Introduction to Machine Learning Overview Section

2. Understanding the Machine Learning Pathway

3. Why Machine Learning

4. Types of Machine Learning Algorithms

5. Supervised Machine Learning Process

6. Difference AI and ML

7. Overview AI and ML on Google Cloud

8. Vertex AI Overview

9. Vertex AI Workbench Jupyter Notebook on Google Cloud

14. Google Cloud Professional Data Engineer Exam Guide

1. Introduction to Exam Guide

2. Exam Topics Overview

3. Exam Experience

4. Google Cloud Professional Data Engineer Practice Exam.html

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تولید کننده: Udemy-Training