Data Processing with Azure

LearnQuest via Coursera

Intermediate

Online

3 Weeks

Free

particular

details

                                    Medium of instructions
                                    English

                                    Mode of learning
                                    Self study

                                    Mode of Delivery
                                    Video and Text Based

                                    Learning efforts
                                    4 Hours Per Week
                                

Week 1: Introduction

Videos

Course Introduction

Week 1: Section 1 - Batch Processing with Databricks and Data Factory on Azure

Videos

1.1 Batch Processing with Databricks and Data Factory in Azure
1.2 - ELT Processing using Azure
1.3 - Databricks and Azure Spark
1.4 Transform Data using Databricks in ADF
1.5 Use Case: ADF and Spark

Readings

Azure Databricks and Apache Spark
Exercise 1 - Use Batch Processing with Databricks and Data Factory on Azure
Exercise 2 - Intro to Databricks and Data Factory Page

Practice Exercise

Module 1 Quiz

Week 1: Section 2 - Creating Pipelines and Activities

Videos

Pipelines and Activities - Introduction
Processing using a Pipeline
Analyzing Logs for an HDInsight Cluster
Using Azure Blob Storage within HDInsight

Readings

Using Azure Blob Storage with HDInsight
Exercise 1 - Pipeline Activities & Usage in Azure Data Factory
Exercise 2 - Examine Logs within the HDInsight/Blob Storage

Practice Exercise

Module 2 Quiz

Week 2: Section 3 - Link Services and Datasets

Videos

Link Services and Datasets - Introduction
Identifying Pipelines for a Data Factory
Data Stores and Azure Blob Storage
Linked Service and Connecting Data Factory to External Resources
Processing Input Blobs with Azure Data Factory

Readings

Exercise 1 - Link Data within Datasets in Azure Storage

Practice Exercise

Module 3 Quiz

Week 2: Section 4 - Schedules and Triggers

Videos

Schedules and Triggers - Introduction
Creating a Trigger that Runs a Pipeline on a Schedule
Scheduling a Trigger in Azure Data Factory
Pipeline Execution and Triggers in ADF
Use Case: Azure Schedule, Trigger, and Events

Readings

Pipeline Execution and Triggers in ADF

Practice Exercise

Module 4 Quiz

Week 2: Section 5 - Selecting Windowing Functions

Videos

Selecting Windowing Functions - Introduction
How Stream Analytics Support Native Windowing Functions
Temporal Windows
Using Window Functions in the GROUP BY Clause
Aggregating Events over Multiple Windows using WindowsQ

Readings

Understanding Stream Analytics Windowing Functions

Practice Exercise

Module 5 Quiz

Week 3: Section 6 - Configuring Input and Output for Streaming Data Solutions

Videos

How Stream Analytics Relate to Data Solutions
Generate Sample Call Data and Send it to Event Hubs
Creating a Stream Analytics Job
Configuring Job Input and Output
Define a Query to Filter Fraudulent Calls
Test and Start the Job
Visualize Results in Power BI

Readings

Output Real-Time Stream Analytics Data to a Power BI Dashboard

Practice Exercise

Module 6 Quiz

Week 3: Section 7 - ELT versus ETL in Polybase

Videos

ELT vs ETL in PolyBase - Introduction
How SQL Data Warehouse in Microsoft Offers ELT Solutions
Loading Methods using Non-PolyBase Options
Use Case: A Deeper Dive into ETL Processing

Readings

Video: Ingesting Data using Polybase | Azure SQL Data Warehouse

Practice Exercise

Module 7 Quiz

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Data Processing with Azure

Intermediate

Online

3 Weeks

Free

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Type of course

Free

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The syllabus

Week 1: Introduction

Videos

Week 1: Section 1 - Batch Processing with Databricks and Data Factory on Azure

Videos

Readings

Practice Exercise

Week 1: Section 2 - Creating Pipelines and Activities

Videos

Readings

Practice Exercise

Week 2: Section 3 - Link Services and Datasets

Videos

Readings

Practice Exercise

Week 2: Section 4 - Schedules and Triggers

Videos

Readings

Practice Exercise

Week 2: Section 5 - Selecting Windowing Functions

Videos

Readings

Practice Exercise

Week 3: Section 6 - Configuring Input and Output for Streaming Data Solutions

Videos

Readings

Practice Exercise

Week 3: Section 7 - ELT versus ETL in Polybase

Videos

Readings

Practice Exercise

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