Implement Data Analytics Solution with Azure Synapse Analytics
Transform Your Data into Actionable Insights with Azure Synapse Analytics.
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Implement Data Analytics Solution with Azure Synapse Analytics
Unify, Analyze, and Scale Your Data Solutions with Azure Synapse.
What does the Course Offer
6
12
16
12
19
Objectives
Practice Tests
Training Hours
Exercises
Knowledge Checks
This course teaches you how to build and manage data analytics solutions using Azure Synapse Analytics. You will learn to query data lakes with serverless SQL pools, analyze big data with Apache Spark, manage data with Delta Lake, and perform analytics on relational data warehouses using dedicated SQL pools. Additionally, you’ll gain hands-on experience in building data pipelines for automating ETL workflows. By the end of the course, you'll be prepared to design scalable, high-performance data solutions using Azure Synapse.
Course Overview
This course covers the essentials of Azure Synapse Analytics for processing and analyzing big data.
You will learn to query data lakes with serverless SQL pools, analyze large datasets using Apache Spark, manage data with Delta Lake, and perform analytics on relational data using dedicated SQL pools. Additionally, you’ll gain hands-on experience building data pipelines to automate ETL processes.
By the end of the course, you’ll be equipped to design and implement scalable, high-performance data solutions with Azure Synapse.
Learning Outcomes
Upon completing this course, participants will be able to:
Plan and Design Azure AI Solutions:
Develop AI solution architectures tailored to specific business needs.
Select appropriate Azure AI services for various use cases, ensuring optimal scalability and efficiency.
Effectively manage AI projects, including cost estimation, resource allocation, and governance.
Implement Content Moderation Solutions:
Utilize Azure Content Moderator to detect and filter inappropriate content across text, images, and videos.
Set up automated workflows for content moderation to ensure compliance and safety in applications.
Implement Computer Vision Solutions:
Build computer vision applications using Azure Cognitive Services for tasks like image classification, object detection, face recognition, and optical character recognition (OCR).
Integrate computer vision models into business applications to automate and enhance processes.
Implement Natural Language Processing (NLP) Solutions:
Apply Azure Cognitive Services for Language to analyze text data, including sentiment analysis, key phrase extraction, and language detection.
Build conversational AI applications and chatbots using Language Understanding (LUIS) and Azure Bot Services.
Implement Knowledge Mining and Document Intelligence Solutions:
Set up Azure Cognitive Search to build intelligent search capabilities and mine knowledge from large datasets.
Use Form Recognizer to automate data extraction from unstructured documents and forms.
Implement Generative AI Solutions:
Leverage Azure OpenAI and Azure Machine Learning to develop generative AI models for content creation, such as text generation, code generation, and image synthesis.
Build and deploy AI-powered applications that generate personalized content, automate creative processes, and engage customers.
By the end of this course, you will be proficient in designing, implementing, and managing AI solutions across a wide range of business and technical use cases using Microsoft Azure AI services.
Audience Profile
Data professionals
Data Analysts
Data Engineers
Solution Architects
Data Scientists
DBAs
Prerequisites
Familiarity with Azure and the Azure portal.
Experience programming with C# or Python.
Course Objectives
Explore Azure Synapse Analytics
Use Azure Synapse serverless SQL pool to query files in a data lake
Analyze data with Apache Spark in Azure Synapse Analytics
Use Delta Lake in Azure Synapse Analytics
Analyze data in a relational data warehouse
Build a data pipeline in Azure Synapse Analytics
Course Outline
Prerequisites (1 Hour)
Install Visual Studio
Install Azure PowerShell & CLI
Create/Access Microsoft Learn Account
Create/Access GitHub Account
Create/Access Microsoft Azure Account
Explore Azure Synapse Analytics
What is Azure Synapse Analytics
How Azure Synapse Analytics works
When to use Azure Synapse Analytics
Exercise - Explore Azure Synapse Analytics
Use Azure Synapse serverless SQL pool to query files in a data lake
Understand Azure Synapse serverless SQL pool capabilities and use cases
Query files using a serverless SQL pool
Create external database objects
Exercise - Query files using a serverless SQL pool
Analyze data with Apache Spark in Azure Synapse Analytics
Get to know Apache Spark
Use Spark in Azure Synapse Analytics
Analyze data with Spark
Visualize data with Spark
Exercise - Analyze data with Spark
Use Delta Lake in Azure Synapse Analytics
Understand Delta Lake
Create Delta Lake tables
Create catalog tables
Use Delta Lake with streaming data
Use Delta Lake in a SQL pool
Exercise - Use Delta Lake in Azure Synapse Analytics
Analyze data in a relational data warehouse
Design a data warehouse schema
Create data warehouse tables
Load data warehouse tables
Query a data warehouse
Exercise - Explore a data warehouse
Build a data pipeline in Azure Synapse Analytics
Understand pipelines in Azure Synapse Analytics
Create a pipeline in Azure Synapse Studio
Define data flows
Run a pipeline
Exercise - Build a data pipeline in Azure Synapse Analytics
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