The Complete Google BiqQuery Masterclass: Beginner to Expert

Overview

'Using this Course, you will master Google BigQuery( BigQuery) and you can apply the SQL queries used in this course in any other Database management tool in Oracle, MySql, PostgreSQL, Microsoft Access, SQLite, and DB2'.

Syllabus

• Introduction to Google BigQuery
Overview of Google Cloud Platform
Setting up a Google Cloud account
Introduction to BigQuery service
• Fundamentals of SQL
Basic SQL syntax and queries
Data types and operators
Functions and expressions
• Getting Started with BigQuery
BigQuery architecture overview
Understanding datasets and tables
Loading data into BigQuery
• Querying and Analyzing Data with BigQuery
Writing simple and complex queries
Using JOINs and UNIONs
Handling nested and repeated data
• Advanced SQL Concepts
Subqueries and common table expressions (CTEs)
Analytical functions and window functions
User-defined functions in SQL
• Data Modeling and Schema Design
Designing efficient schemas
Optimizing performance with partitioning and clustering
• BigQuery Tools and Integration
Using the BigQuery web UI and command line
Integrating BigQuery with Google Sheets and Data Studio
Connecting BigQuery with third-party tools
• BigQuery Security and Access Management
Managing permissions and roles
Understanding BigQuery's IAM (Identity and Access Management)
• Real-Time and Batch Data Processing
Working with BigQuery Streaming APIs
Batch loading with Cloud Storage
• BigQuery Machine Learning (BQML)
Introduction to BQML
Building and deploying ML models in BigQuery
• Best Practices and Optimization
Query optimization techniques
Cost management and monitoring
• Case Studies and Practical Applications
Real-world case studies and problem-solving
Applying BigQuery skills across different industries
• Capstone Project
Designing and executing a comprehensive data project using BigQuery
Presentation and documentation of findings

Taught by

Sandeep Kumar

Subjects

Programming