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Program overview
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SQL for Data Science
SQL for Data Science
Use SQL to process, clean and aggregate data to drive business inteliggence
Program Overview
SQL (Structured Query Language) is a powerful tool for data analysis and manipulation, widely used in the field of data science. This comprehensive course is designed to equip learners with the essential SQL skills needed to efficiently extract, transform, and analyse data from various databases and datasets. Participants will understand SQL concepts deeply and learn how to leverage SQL to uncover insights, generate reports, and make data-driven decisions.
SQL (Structured Query Language) in data science provides a powerful and standardised way to access, manipulate, and analyse structured data stored in relational databases. SQL serves as a bridge between data scientists and databases, enabling them to extract, transform, and gain insights from data efficiently.
Uptut is a leading provider of corporate training on SQL for data science, renowned for its expertise and specialisation in delivering comprehensive and practical SQL courses tailored to the needs of corporate teams. Uptut's speciality lies in empowering data science professionals with the essential SQL skills required to extract, transform, and analyse data effectively, ultimately enabling them to make data-driven decisions and deliver valuable insights.
Personalised training curriculum
100% Live Sessions
Lifetime access to recordings and material
Hands-on labs and assignments included
Consulting Support
Delivered by industry experts
Why SQL for Your Business?
- Efficient Data Analysis: SQL enables data scientists to efficiently retrieve and manipulate large volumes of structured data.
- Seamless Data Integration: SQL provides the ability to integrate and combine data from various sources, allowing for a holistic view of the data.
- Standardisation and Collaboration: SQL is a standardised query language used across different database platforms. By training your data science team in SQL, you ensure a common language and skillset for data analysis and manipulation.
Make Your Team Proficient
Training Objectives
- Gain a solid understanding of SQL concepts, syntax, and best practices.
- Learn how to use SQL to manipulate and transform data effectively.
- Learn how to apply advanced SQL techniques, including joining tables, working with subqueries, using window functions, and optimising query performance.
- Gain the ability to apply SQL for data analysis purposes.
- Equip participants with the skills to integrate SQL with other data science tools and programming languages.
- Learn how to apply SQL to solve real-world data science problems commonly encountered in corporate environments.
- Learn about data governance principles and how to implement them within the SQL context.
- Learn how to leverage SQL to make data-driven decisions.
Hands-on Experience with Tools
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Core Training Modules
- Introduction to SQL
- Basics of SQL, its role in data science, and understanding relational databases.
- Retrieving Data with SELECT
- Writing SELECT statements to retrieve specific columns and rows from a table.
- Filtering Data with WHERE
- Using WHERE clause to filter data based on conditions.
- Sorting and Ordering Data
- Sorting query results using ORDER BY clause.
- Aggregating Data with GROUP BY
- Grouping data and performing aggregations using GROUP BY and aggregate functions.
- Data Transformation with Functions
- Applying various functions such as mathematical, string, date, and conversion functions to manipulate data.
- Joining Tables
- Understanding different types of joins and combining data from multiple tables.
- Subqueries and Derived Tables
- Using subqueries and derived tables to perform complex data operations.
- Data Manipulation with UPDATE, DELETE, and INSERT
- Modifying data in tables using UPDATE, DELETE, and INSERT statements.
- Data Integrity and Constraints
- Implementing data integrity through primary keys, foreign keys, and constraints.
- Data Views
- Creating and utilising views to logically represent data.
- Indexing and Query Optimization
- Understanding indexes and optimising queries for performance.
- Advanced SQL Techniques
- Utilising advanced SQL techniques such as window functions, common table expressions (CTEs), and recursive queries.
- Stored Procedures and Functions
- Creating and executing stored procedures and functions for reusable code.
- SQL and Python Integration
- Connecting SQL with Python and leveraging SQL within Python scripts for data analysis.
- SQL and R Integration
- Integrating SQL with R and using SQL for data manipulation and analysis within R scripts.
- Working with Dates and Time
- Handling date and time data in SQL queries, performing date-based calculations, and extracting date components.
- Handling Missing Data
- Dealing with missing data using SQL techniques such as NULL handling and data imputation.
- Performance Tuning and Optimization
- Optimising SQL queries, understanding query execution plans, and improving query performance.
- Data Visualization with SQL
- Visualising SQL query results using SQL-based visualisation techniques or integrating SQL with visualisation tools.
How does personalized training work?
01
Analyzing skill gap and assessing business requirements
02
Customising curriculum with core and additional modules to fit objectives
03
Supporting learning implementation with consulting
Who will benefit from this training?
- Data Scientists
- Data Analysts
- Business Analysts
- Database Developers/Administrators
- Data Engineers
Is this training right for your team?
Frequently Asked Questions- Answered!
1. What are the pre-requisites for this training?
2. Will my team get any practical experience with this training?
3. What is your mode of delivery - online or on-sight?
4. Will trainees get certified?
5. What do we do if we need further support after the training?
Upskill My Team
- Personalised training curriculum
- 100% Live Sessions
- Lifetime access to recordings and material
- Hands-on labs and assignments included
- Consulting Support
- Delivered by industry experts
Accelerate Business Returns with In-Demand Technology and High-Performing Teams
Discover the power of digital transformation with train-to-deliver programs from Uptut's expert trainers and consultants trusted by 50,000+ professionals across the world's leading tech innovators.
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