Databricks Sql For Data Analysts
Published 8/2023
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 4.96 GB | Duration: 10h 5m
Master Azure Databricks SQL and Unity Catalog. Your Hands-On Guide to Data Analysis with Databricks
What you'll learn
Azure Databricks
SQL
Delta Lake
Unity Catalog
Data Visualization
Data Analysis
Big Data
Requirements
No prior experience needed
Azure Account (set up instructions provided)
Description
Databricks is one of the most in demand big data tools around. More than 9,000 organizations worldwide - including and over 40% of the Fortune 500 - rely on the Databricks Lakehouse Platform.We will be focussing specifically on the Databricks SQL Platform.Databricks SQL is a powerful tool used for querying and analyzing large datasets, making it highly relevant in today's data-driven world. Learning this skill can enhance your employability and career prospects.This course can be taken by experienced data analysts who are interested in learning about Databricks or even aspiring Data Analysis with no prior experience. I will teach you everything you need to know including how to code in SQL!It can also be taken as a guide for students who are aiming to achieve the Databricks Data Analyst Certification.The course is packed with lectures and hands-on development. This should be more than enough to keep you engaged and learning! The course is aimed at teaching you Data Analysis on Databricks, Unity Catalog and the Databricks Lakehouse Architecture.The curriculum is extensive and will cover a variety of areas including:Set Up and OverviewDatabricks QueriesStoring and Managing Data with DatabricksExternal and Managed TablesData Analysis with SQLData Lakehouse ArchitectureDelta File FormatData Visualization and DashboardsAccess Control and Data GovernanceUnity Catalog
Overview
Section 1: Set Up and Overview of Databricks
Lecture 1 Course Overview
Lecture 2 Introduction to Big Data (Optional)
Lecture 3 Apache Spark Ecosystem (Optional)
Lecture 4 Overview of Databricks
Lecture 5 Azure Account Set Up
Lecture 6 Azure Portal Overview
Lecture 7 Cost Management and Billing
Lecture 8 Creating a Databricks Premium Workspace
Lecture 9 Databricks Workspace User Interface
Lecture 10 Unity Catalog Overview
Lecture 11 Enabling Unity Catalog - Overview
Lecture 12 ADLS Overview and Storage Creation
Lecture 13 Access Connector for Databricks
Lecture 14 Enabling Unity Catalog
Lecture 15 Creating a SQL Warehouse
Section 2: Introduction to Queries
Lecture 16 Your First Query
Lecture 17 Switching Catalogs and Schemas
Lecture 18 Scheduling Queries
Lecture 19 Adding Comments to Queries
Lecture 20 Course Resources - SQL Code download скачать
Section 3: Catalogs, Schemas, Tables and Views
Lecture 21 Creating Catalogs
Lecture 22 Creating Schemas
Lecture 23 Data Types in Databricks SQL
Lecture 24 Overview of Tables in Databricks
Lecture 25 Creating Managed Tables with SQL
Lecture 26 Creating Managed Tables in Hive Metastore
Lecture 27 Creating Managed Tables using the Data Explorer
Lecture 28 Creating an External Storage Location
Lecture 29 Creating External Tables
Lecture 30 Overriding Unity Catalog's Default Managed Table Storage Location
Lecture 31 Truncate Table
Lecture 32 Alter Table
Lecture 33 Drop Tables, Schemas and Catalogs
Section 4: Data Analysis with SQL
Lecture 34 Select Statement Recap
Lecture 35 Select Distinct
Lecture 36 Note on the JC_BIKE_DATA_22 Table
Lecture 37 Filtering Records with the WHERE Clause
Lecture 38 Filtering Records Based on Multiple Conditions
Lecture 39 Filtering Records with the IN and LIKE Operators
Lecture 40 Deleting Records
Lecture 41 Databricks SQL Built In Functions Overview
Lecture 42 String Functions
Lecture 43 Numerical Functions
Lecture 44 Date and Timestamp Functions
Lecture 45 Converting Strings to Dates/Timestamps
Lecture 46 Conditional Functions
Lecture 47 Aggregate Functions
Lecture 48 Group By Clause
Lecture 49 Filtering Aggregated Tables with the Having Clause
Lecture 50 Joining Tables Overview
Lecture 51 Joining Tables Demo
Lecture 52 Order By and Limit Clauses
Lecture 53 SQL Order of Execution
Lecture 54 Subqueries
Lecture 55 Views
Lecture 56 Set Operators
Lecture 57 SQL Challenge 1
Lecture 58 SQL Challenge 2
Lecture 59 SQL Challenge 3
Lecture 60 SQL Challenge 4
Lecture 61 SQL Challenge 5
Lecture 62 Schema Clean Up
Section 5: Delta Lake
Lecture 63 Medallion Architecture and Last Mile ETL
Lecture 64 Medallion Architecture Demo
Lecture 65 Benefits of Delta File Format
Lecture 66 Upsert / Merge Into
Lecture 67 Table Audit History and Time Travel
Section 6: Query Alerts and Monitoring
Lecture 68 Query History and Profile
Lecture 69 Query Caching in Databricks SQL
Lecture 70 Query Alerts
Section 7: Visualizations and Dashboards in Databricks SQL
Lecture 71 Visualizations and Dashboards Overview
Lecture 72 Our First Chart in Databricks SQL
Lecture 73 Line and Area Charts
Lecture 74 Combo Chart
Lecture 75 Pie Chart
Lecture 76 Scatter and Bubble Plots
Lecture 77 Histograms
Lecture 78 Box Plots
Lecture 79 Heatmaps
Lecture 80 Sankey Charts
Lecture 81 Tables
Lecture 82 Pivot Tables
Lecture 83 Counters
Lecture 84 Additional Guidance on Charts in Databricks SQL
Lecture 85 Exploratory Data Analysis - Challenge
Lecture 86 Adding Missing Data to the JC_BIKE_DATA_22 Table
Lecture 87 Creating a View to Simplify Upcoming Demos
Lecture 88 Query Filters
Lecture 89 Query Parameters
Lecture 90 Query Parameters (Dates)
Lecture 91 Introduction to Dashboards
Lecture 92 Adding Parameters to Dashboards
Lecture 93 Adding Filters to Dashboards
Lecture 94 Trip Duration Analysis Challenge
Lecture 95 Rider Type Analysis Challenge
Section 8: Access Control, Data Governance and Unity Catalog
Lecture 96 Administrative Roles in Databricks
Lecture 97 Adding a New User to our Azure Account
Lecture 98 Adding a New User to our Databricks Environment
Lecture 99 Workspace Admin Settings
Lecture 100 Workspace Object Access Control
Lecture 101 SQL Warehouse Access Control
Lecture 102 Folder Access Control
Lecture 103 Query Access Control
Lecture 104 Dashboard Access Control
Lecture 105 Workspace Object Access Control - Summary
Lecture 106 Unity Catalog Securable Objects and Priveledges
Lecture 107 Granting and Revoking Privileges with SQL (Unity Catalog)
Lecture 108 Granting and Revoking Privileges via the Data Explorer (Unity Catalog)
Lecture 109 Redacting Data with Dynamic Views (PII)
Lecture 110 Data Discovery
Lecture 111 Data Lineage
Lecture 112 Delta Sharing Overview
Lecture 113 Databricks to Databricks Delta Sharing
Lecture 114 Open Delta Sharing
Section 9: Congratulations on completing the course!
Lecture 115 Congratulations
Lecture 116 Bonus Lecture
Anyone wanting to learn Databricks SQL,Students studying for the Databricks Data Analyst Certification,Aspiring Cloud Data Analysts
[color=#ff9900]Databricks SQL for Data Analysts[/color] (4.96 GB)
KatFile Link(s)
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