This Specialization is intended for a learner with no previous coding experience seeking to develop SQL query fluency. Through four progressively more difficult SQL projects with data science applications, you will cover topics such as SQL basics, data wrangling, SQL analysis, AB testing, distributed computing using Apache Spark, Delta Lake and more. These topics will prepare you to apply SQL creatively to analyze and explore data; demonstrate efficiency in writing queries; create data analysis datasets; conduct feature engineering, use SQL with other data analysis and machine learning toolsets; and use SQL with unstructured data sets.
Learn SQL Basics for Data Science Specialization
Learn SQL Basics for Data Science Specialization
Instructors: Don Noxon
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4.5
(10,565 reviews)
Beginner level
No prior experience required
2 months
at 10 hours a week
Flexible schedule
Learn at your own pace
What you'll learn
Use SQL commands to filter, sort, & summarize data; manipulate strings, dates, & numerical data from different sources for analysis
Assess and create datasets to solve your business questions and problems using SQL
Use the collaborative Databricks workspace and create an end-to-end pipeline that reads data, transforms it, and saves the result
Develop a project proposal & select your data, perform statistical analysis & develop metrics, and present your findings & make recommendations
Details to know
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Taught in English
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Specialization - 3 course series
SQL for Data Science
Course 115 hours4.6 (16,703 ratings)
What you'll learn
Identify a subset of data needed from a column or set of columns and write a SQL query to limit to those results.
Use SQL commands to filter, sort, and summarize data.
Create an analysis table from multiple queries using the UNION operator.
Manipulate strings, dates, & numeric data using functions to integrate data from different sources into fields with the correct format for analysis.
Skills you'll gain
Category: SQL
Category: Query Languages
Category: Data Governance
Category: Relational Databases
Category: Data Manipulation
Category: Data Quality
Category: Data Modeling
Category: Data Analysis
Category: Data Science
Category: Database Management Systems
Category: Descriptive Statistics
Data Wrangling, Analysis and AB Testing with SQL
Course 215 hours3.3 (981 ratings)
What you'll learn
Validate and clean a dataset
Assess and create datasets to answer your questions
Solve problems using SQL
Build a simple testing framework to touch on AB Testing
Skills you'll gain
Category: SQL
Category: Data Analysis
Category: Data Wrangling
Category: Data Quality
Category: Data Manipulation
Category: A/B Testing
Category: Time Series Analysis and Forecasting
Category: Data Cleansing
Category: Data Validation
Category: Feature Engineering
Category: Data Integrity
Category: Data Transformation
SQL for Data Science Capstone Project
Course 335 hours4.2 (232 ratings)
What you'll learn
Develop a project proposal and select your data
Perform descriptive statistics as part of your exploratory analysis
Develop metrics and perform advanced techniques in SQL
Present your findings and make recommendations
Skills you'll gain
Category: Data Storytelling
Category: Target Audience
Category: Data Science
Category: Performance Metric
Category: Data Modeling
Category: Peer Review
Category: Proposal Development
Category: Descriptive Statistics
Category: Data Manipulation
Category: Presentations
Category: Text Mining
Category: Data Import/Export
Category: SQL
Category: Statistical Analysis
Category: Exploratory Data Analysis
Category: Business Analytics
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