Course Duration
4 Days
Microsoft
Authorized Training
IT
Course cost:
was £3,040
£2,306
IT Certification Overview
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.
Why This Course?
- 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
Newto Training Reviews
What Our Happy Alumni Say About Us
I had absolutely no experience in this field, but Newto Training recognised my potential and supported me every step of the way. The real-life scenarios were invaluable in making me job-ready.
The tutors at Newto are consistently patient, clear and more than willing to help. I couldn't have asked for a better learning environment.
From day one I felt welcomed and supported. The live sessions were interactive and the resources well thought-out. I passed my exam on the first attempt thanks to them.
I was nervous about switching careers but the practical approach and continual 1-to-1 support gave me the confidence I needed to succeed."
The training material was excellent, and the instructors really brought the subject to life with hands-on lab work. I feel fully prepared for the workplace."
What impressed me most was the flexibility and responsiveness of the support team. Whenever I had a question, they were there even outside of normal hours.
The course structure was superb. A great mix of theory and practice delivered at a pace that made sense even for beginners. Highly recommended.
Switching into IT felt overwhelming, but Newto Training made the journey manageable and quite enjoyable. Their coaching style is top class.
I particularly appreciated the way complex topics were broken down into manageable chunks, and the tutor actively encouraged questions at every stage.
The live-taught interactive classes set Newto apart from other providers. It wasn't just video-based learning and the real engagement made all the difference.
The cyber course exceeded my expectations. They've been on hand for everything and are constantly in touch with me
The resources provided were spot on and the teaching style made everything easy to understand. I particularly appreciated the extra help offered when needed.
Enrolling with Newto was one of the best decisions I've made. The job-readiness focus, strong teaching and excellent support all stood out.
I completed my SQL course and now feel confident in my skills. The real-world examples and supportive tutors made it all click.
I've just passed my AZ-900 exam thanks to the support received from Ken in the boot camp and his exam preparation sessions.
I've gained a qualification and the confidence to use it in real-world scenarios.
Their commitment to student success is obvious from the personalised guidance to the quality of delivery. I'd recommend them without hesitation.
Every tutor I encountered was professional, encouraging and keen to see me succeed. That personal touch made a big difference.
I'm now in a role I once thought was out of reach, thank you to the all the team
The bootcamps were excellent, we were given practical projects to complete and I feel so much more confident with my coding skills
I had absolutely no experience in this field, but Newto Training recognised my potential and supported me every step of the way. The real-life scenarios were invaluable in making me job-ready.
The tutors at Newto are consistently patient, clear and more than willing to help. I couldn't have asked for a better learning environment.
From day one I felt welcomed and supported. The live sessions were interactive and the resources well thought-out. I passed my exam on the first attempt thanks to them.
I was nervous about switching careers but the practical approach and continual 1-to-1 support gave me the confidence I needed to succeed."
The training material was excellent, and the instructors really brought the subject to life with hands-on lab work. I feel fully prepared for the workplace."
What impressed me most was the flexibility and responsiveness of the support team. Whenever I had a question, they were there even outside of normal hours.
The course structure was superb. A great mix of theory and practice delivered at a pace that made sense even for beginners. Highly recommended.
Switching into IT felt overwhelming, but Newto Training made the journey manageable and quite enjoyable. Their coaching style is top class.
I particularly appreciated the way complex topics were broken down into manageable chunks, and the tutor actively encouraged questions at every stage.
The live-taught interactive classes set Newto apart from other providers. It wasn't just video-based learning and the real engagement made all the difference.
I had absolutely no experience in this field, but Newto Training recognised my potential and supported me every step of the way. The real-life scenarios were invaluable in making me job-ready.
The tutors at Newto are consistently patient, clear and more than willing to help. I couldn't have asked for a better learning environment.
From day one I felt welcomed and supported. The live sessions were interactive and the resources well thought-out. I passed my exam on the first attempt thanks to them.
I was nervous about switching careers but the practical approach and continual 1-to-1 support gave me the confidence I needed to succeed."
The training material was excellent, and the instructors really brought the subject to life with hands-on lab work. I feel fully prepared for the workplace."
What impressed me most was the flexibility and responsiveness of the support team. Whenever I had a question, they were there even outside of normal hours.
The course structure was superb. A great mix of theory and practice delivered at a pace that made sense even for beginners. Highly recommended.
Switching into IT felt overwhelming, but Newto Training made the journey manageable and quite enjoyable. Their coaching style is top class.
I particularly appreciated the way complex topics were broken down into manageable chunks, and the tutor actively encouraged questions at every stage.
The live-taught interactive classes set Newto apart from other providers. It wasn't just video-based learning and the real engagement made all the difference.
The cyber course exceeded my expectations. They've been on hand for everything and are constantly in touch with me
The resources provided were spot on and the teaching style made everything easy to understand. I particularly appreciated the extra help offered when needed.
Enrolling with Newto was one of the best decisions I've made. The job-readiness focus, strong teaching and excellent support all stood out.
I completed my SQL course and now feel confident in my skills. The real-world examples and supportive tutors made it all click.
I've just passed my AZ-900 exam thanks to the support received from Ken in the boot camp and his exam preparation sessions.
I've gained a qualification and the confidence to use it in real-world scenarios.
Their commitment to student success is obvious from the personalised guidance to the quality of delivery. I'd recommend them without hesitation.
Every tutor I encountered was professional, encouraging and keen to see me succeed. That personal touch made a big difference.
I'm now in a role I once thought was out of reach, thank you to the all the team
The bootcamps were excellent, we were given practical projects to complete and I feel so much more confident with my coding skills
The cyber course exceeded my expectations. They've been on hand for everything and are constantly in touch with me
The resources provided were spot on and the teaching style made everything easy to understand. I particularly appreciated the extra help offered when needed.
Enrolling with Newto was one of the best decisions I've made. The job-readiness focus, strong teaching and excellent support all stood out.
I completed my SQL course and now feel confident in my skills. The real-world examples and supportive tutors made it all click.
I've just passed my AZ-900 exam thanks to the support received from Ken in the boot camp and his exam preparation sessions.
I've gained a qualification and the confidence to use it in real-world scenarios.
Their commitment to student success is obvious from the personalised guidance to the quality of delivery. I'd recommend them without hesitation.
Every tutor I encountered was professional, encouraging and keen to see me succeed. That personal touch made a big difference.
I'm now in a role I once thought was out of reach, thank you to the all the team
The bootcamps were excellent, we were given practical projects to complete and I feel so much more confident with my coding skills
Prerequisites
Attendees should have basic understanding of data analysis and basic familiarity with SQL Server tools
Learning Objectives
Attendees of this course learn to program with R from the scratch. Basic R code is introduced using the free R engine and RStudio IDE. A lifecycle of a data science project is explained in details. The attendees learn how to perform the data overview and do the most tedious task in a project, the data preparation task. After data overview and preparation, the analytical part begins with intermediate statistics in order to analyze associations between pairs of variables. Then the course introduces more advanced methods for researching linear dependencies.
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.
Data Science with SQL Server and R Course Content
Module 1. Introducing data science and R
- What are statistics, data mining, machine learning…
- Data science projects and their lifetime
- Introducing R
- R 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 libraries
- Data science with Scikit-Learn
- Lab 2: Discussion – R vs Python
Module 3. Data overview
- Datasets, cases and variables
- Types of variables
- Introductory statistics for discrete variables
- Descriptive statistics for continuous variables
- Basic graphs
- Sampling, confidence level, confidence interval
- Lab 2
Module 4. Data preparation
- Derived variables
- Missing values and outliers
- Smoothing and normalization
- Time series
- Training and test sets
- Lab 3
Module 5. Associations between two variables and visualizations of associations
- Covariance and correlation
- Contingency tables and chi-squared test
- T-test and analysis of variance
- Bayesian inference
- Linear models
- Lab 4
Module 6. Feature selection and matrix operations
- Feature selection in linear modelsExecute
- Basic matrix algebra
- Principal component analysis
- 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 trees
- K-nearest neighbors
- Lab 7
Module 9. Modern topics
- Support vector machines
- Time series
- Text mining
- Deep learning
- Reinforcement learning
- Lab 8
Module 10. R in SQL Server and MS BI
- ML Services (In-Database) structure
- Executing external scripts in SQL Server
- Storing a model and performing native predictions
- R in Azure ML and Power BI
- Lab 9
Data Science with SQL Server and R Dates
Next 1 available training dates for this course
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