This Data Science with SQL Server and R Training in Global introduces R programming, statistics, data mining, and machine learning, and shows how to apply data science within SQL Server and the Microsoft BI stack.

R is the most popular environment and language for statistical analysis, data mining, and machine learning. Its scalable version runs inside SQL Server, Power BI, and Azure ML. While the main focus of the course is R, it also covers how to integrate other Microsoft BI tools like Python, T-SQL, Power BI, Azure ML, and Excel for data science tasks.
Labs focus on R, but demos also feature other languages.

Why This Course?

Compare R and Python
Learn unsupervised learning techniques
Perform matrix operations
Visualize relationships between variables
Prepare data for analytics
Understand supervised learning models

For corporate groups, we can organize this training as an on-site private group.

Prerequisites

Basic understanding of data analysis
Familiarity with SQL Server tools

What You Will Learn

By the end of this Data Science with SQL Server and R Training in Global, you will have gained knowledge and skills in the following areas:

Program in R from scratch using R Engine and RStudio
Understand the lifecycle of a data science project
Perform data exploration and preparation
Analyze relationships between variables using intermediate statistics
Apply linear modeling and Bayesian inference
Use R in SQL Server, Power BI, and Azure ML
Explore how Python can be used across all tools via demos

Training Outline

Module 1: Introducing Data Science and R

Definitions: statistics, data mining, machine learning
Data science project lifecycle
Introduction to R and its tools
R data structures
Lab 1

Module 2: Introducing Python

Basic syntax and objects
Data manipulation with NumPy and Pandas
Visualizations with Matplotlib and Seaborn
Machine learning with Scikit-Learn
Lab 2: R vs Python

Module 3: Data Overview

Datasets, cases, and variables
Variable types
Discrete and continuous variable statistics
Basic graphs and visualizations
Sampling, confidence levels and intervals
Lab 2

Module 4: Data Preparation

Derived variables
Handling missing values and outliers
Smoothing and normalization
Time series
Training and test set creation
Lab 3

Module 5: Associations Between Variables

Covariance and correlation
Contingency tables and chi-squared test
T-tests and ANOVA
Bayesian inference
Linear modeling
Lab 4

Module 6: Feature Selection and Matrix Operations

Feature selection in linear models
Basic matrix algebra
Principal component analysis (PCA)
Exploratory factor analysis
Lab 5

Module 7: Unsupervised Learning

Hierarchical clustering
K-means clustering
Association rules
Lab 6

Module 8: Supervised Learning

Neural networks
Logistic regression
Decision and regression trees
Random forests
Gradient boosting
K-nearest neighbors
Lab 7

Module 9: Modern Topics

Support vector machines
Time series forecasting
Text mining
Deep learning
Reinforcement learning
Lab 8

Module 10: R in SQL Server and Microsoft BI

ML Services (In-Database) architecture
Executing external scripts in SQL Server
Model storage and native prediction execution
Using R in Azure ML and Power BI
Lab 9

Why Choose Us

Leading UK-based global training provider since 1995.

Experience Data Science with SQL Server and R in Global through Bilginç IT Academy's live and interactive virtual classroom environment. Join a Public course as an individual delegate or arrange a dedicated Private / In-house online training program exclusively for your organization.

Delivery Method: Online Instructor-Led
Participation Model: Public / Private (In-house)
Live and Interactive Training: Connect with your instructor in real time and actively participate through discussions, Q&A sessions, practical exercises, and group activities.
Flexible Participation: Join the training from your home, office, or any location with a suitable internet connection.
Expert Trainer Network: Learn from experienced trainers with strong industry backgrounds and practical field expertise.
Over 30 Years of Training Expertise: Benefit from Bilginç IT Academy's professional training experience since 1995.
Worldwide Access: Join our live virtual classrooms from Global or anywhere else in the world, or arrange a dedicated online training program for your organization.

Experience Data Science with SQL Server and R through face-to-face Classroom Based training in Global. Training can be delivered as a Public course open to individual delegates or as a dedicated Private / In-house class for your organization.

Delivery Method: Classroom Based
Participation Model: Public / Private (In-house)
Face-to-Face Learning: Interact directly with your instructor and fellow delegates in an engaging classroom environment.
Experienced Trainers: Learn from specialists with extensive industry experience and practical real-world knowledge.
Professional Training Environment: Attend training in comfortable, well-equipped classrooms designed to support effective learning.
Practical Learning: Depending on the course, reinforce your knowledge through hands-on exercises, scenarios, case studies, and instructor-led activities.

Arrange Data Science with SQL Server and R in Global as a dedicated Onsite training program for your organization. Bilginç IT Academy trainers can deliver the training at your office or another location of your choice, with the program planned around your team's requirements and business objectives.

Delivery Method: Onsite
Participation Model: Private (In-house)
Training at Your Preferred Location: Organize the training at your company's office or another location selected by your organization.
Tailored Course Content: Adapt the training program to your projects, team structure, existing skill levels, and specific business requirements.
Team-Focused Learning: Develop your team around a shared knowledge base while strengthening internal collaboration and knowledge transfer.
Flexible Scheduling: Plan the training dates, location, and program according to your organization's operational requirements.
Worldwide Onsite Delivery: Arrange the training in Global or at another preferred location worldwide. Bilginç IT Academy trainers can travel to your selected location to deliver the dedicated training program.

Data Science with SQL Server and R Training in Global