Private Onsite | 4 Days Classroom
Data Science with R and SQL Server
Introducing the language, statistics, data mining, and machine learning with R, and using data science in SQL Server and Microsoft BI stack.
R is the most popular environment and language for statistical analyses, data mining, and machine learning. Managed and scalable version of R runs in SQL Server, Power BI, and Azure ML. The main topic of the course is the R language. However, the course also shows how to use the languages and tools available in MS BI suite for data science applications, including Python, T-SQL, Power BI, Azure ML, and Excel. The labs focus on R; the demos also show the code in other languages.
Compare R vs Python.
Get familiar with unsupervised learning methods.
Execute matrix operations.
Visualize associations between variables.
Prepare Data for analytical tasks.
Get familiar with supervised learning methods.
Course Delivery Options
will take place in your company’s facilities.
4 Days Classroom.
The course will take place in a classroom with no more than 12 students in order to maintain a good level of interactivity.
Attendees should have basic understanding of data analysis and basic familiarity with SQL Server tools.
Finally, the attendees also learn how to use the R code in SQL Server, Azure ML, and Power BI through labs, and how to use Python for inside all of the tools mentioned through demos.
Module 1. Introducing data science and R
Module 2. Introducing Python
Lab 2: Discussion – R vs Python
Module 3. Data overview
Module 4. Data preparation
Module 5. Associations between two variables and visualizations of associations
Module 6. Feature selection and matrix operations
Module 7. Unsupervised learning
Module 8. Supervised learning
Module 9. Modern topics
Module 10. R in SQL Server and MS BI
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