Data Science Using R

Course Duration: 1080 Hrs

Data Science Using R has been designed to give you in-depth knowledge of the various data analytics techniques that can be performed using R. By the end of this training, participants will learn various statistics concepts & R programming concepts like data exploration, data visualization, predictive analytics, Machine learning etc.

Course Content
Audience & Prerequisites
Learning Methdology

Statistics Theory

1.Introduction to Statistical Concepts
2.Variables and Data Types
3. Bar, Line Chart, Histogram, pie chart, Box plot
4. Measures of data-Measure of center - Mean, Median, Mode
5.Measure of Spread - Range, variance, standard deviation
6.Measure of shape - Skewness, Kurtosis
7. Statistical Distributions , probability
8. Tests
9.Test of Association - Correlation, Regression
10. Test of Inference - Chi-Square, t-test, Analysis of Variance
11. Testing of Hypothesis
12. Two-Sample t-Tests
13.One-Way ANOVA
14. ANOVA with Data from a Randomized Block Design
15. Stepwise Regression and Diagnostic tests for regression
16. Categorical Data Analysis
17. Regression Modeling

1.Introduction to R and R studio
2.R Installation - R GUI and Rstudio, R Studio tour
3.R packages overview and understanding in-built functions - Creating/saving R script, Installing packages with coding and with drop down menu, Loading packages, Understanding consoles
4.Vectors - Creating numerical, logical and character vectors, Understanding size of vectors, Vector operations, Extracting elements from vectors, Understanding different R functions like mean, sqrtetc in the context of numerical vectors, Knowing the differences between numeric and character vector, changing a numerical vector to factor if needed, Creating tables from vector.
5.Matrices, Data frames and Data import-Building matrices and understanding dimensions, Extracting elements from matrices, Combining matrices by rows and by columns, Matrix operations, Understanding Data frames and working with built in data frames, R built in data sets.
6.Visual Analytics - Bar Chart and pie chart, Histogram, scatterplot, boxplot, matrix plot, time series plot, Understanding various packages for data visualization
7.Summarizing the data and probability distribution of data - Finding measures of center, Finding measures of spread, Normal probability distribution
8.Testing of hypothesis and Confidence Interval - Parametric tests, Non-parametric tests, Inferences using Confidence Interval
9.Linear Regression - Simple and Multiple Linear Regression, Stepwise Regression, Diagnostic Tests
10.Logistic Regression - Simple and Multiple Logistic regression, Logistic regression with predictor variables
11.Decision Trees/CART - Classification and Regression Trees Explanation
12.Confidence Interval and Sample size determination
13.Supervised and Unsupervised learning
14.Difference between classification and regression algorithms
15.Naïve Bayes Classifier
16.Principal Component Analysis
17.Factor Analysis
18.Discriminant Analysis
19.Time Series Analysis
20.k-means clustering

Any graduates/ Post Graduates looking to build a career in analytics and data science
IT professionals looking for a career switch into data science and analytics
Professionals working in data and business analytics

Online
Onsite
Classroom
Customized
Assessment

Student Testimonials

Ultramax Infonet provides rigorous technical and practical training on SAS . In addition to training it also conducts TNA’s which prepares students for GLOBAL Certification Exams. Training provided for Base and Advance SAS was fantastic for most of the modules.

Rishab Bothra

Best Institute in Mumbai for Learning SAS programming and Visual Analytics. Programming part Contains Base SAS, SAS Macros and SAS Sql and other module contains Visual analytics , predictive model. Placement is provided by Ultramax. Nice Experience with Ms.Neelam kaur for SAS Visual Analytics

Swati Jadhav

I would like to testify that Ultramax Infonet Education provides the most updated SAS technological training that is suitable to land a job in the designated area. I have completed my Base and BI training & certification under the guidance of knowledgeable instructor.

Neetu Sharma

It has been a great experience at Ultramax infonet for me, right from class room to placement.

I am immensely thankful to Ultramax infonet pune for providing SAS training program which helped me groom and prepare myself for the challenges in the industries. The Faculty and staff are all dedicated to student success and innovation. The flexible and professional environment for learning provides the opportunity to explore yourself

Palash Sahare

Company – Nupeak IT

“I share my experience about ULTRAMAX. After Completion of M.sc I don’t know how to search job. One of my Friend told about ultramax. then I am connecting with ultramax. Here I am learn SAS Programming. I gain here practical Knowledge which is important to join Industry.I learn here how to convert weakness to strengths,English Communication,Personality Development etc. Today Who I am only Because of Ultramax.. The Course is Very well structured and trainers are very helpful at very phase of learning. The assignments are perfect for understanding real time project.

Shripad Binawade

Company – Karmic life Sc.

Google referred me to approach “Ultramax” and I was glad to connect with them on proper instruction my training for three modules Base, Advance SAS and Predictive Modeling were successfully completed on time. The staff is very kind and informative. Proper time for practicing was provided which helped in clearing our doubts. My experience can be rated as 4.8/5. Proper guidance. Good practice labs and sessions for doubt solving. Ultramax, did help we get a nice job

Tanvi Yedke

Company – Acxiom Technologies

I wanted to learn Base, Advance SAS and Predictive Modeling. It was the best institute to learn and get trained from here. They provide with all best facilities, classrooms are very well maintained and equipped. Trainer for base and advance was very good. Concepts were very clear and trainers were also professional.Overall experience was very well. It provided by quite good opportunities for placement

Kalyani Uttarwar

Company – TCS

I have joined Ultramax on 28th Aug 2016 for base and advanced SAS training. It was great experience with Ultramax Infonet. Classrooms are well equipped with projectors. Ultramax provide SAS training which syllabus in refined and framed by highly qualified domain specific knowledge and examples which is easy to learn. All trainers, admin and placement team are very supportive and helpful. Trainers are very good with good depth of their own knowledge and patience with trainees. Placement Team is very good co-operative & active. Excellent theories, models and training with well delivered, engaging sessions. Overall the journey of the course was excellent. To pursue my dream Ultramax played very important role where I improved my confidence, command on soft skill and learn technical skills which helped me to develop my personality. I would like to thank all the trainers and staff of Ultramax Institute for giving me my dream job in Barclays.

Harsha Kamat

Company: Barclays Technology Centre India

I had joined Ultramax infonet for base, advanced and Visual Analytics training. The institute is informative, friendly and offers great advice to students. Classrooms are well equipped; overall it was a great experience with Ultramax. The Faculty, Management and Placement staff is very co-operative and always ready to help. Training provided for all the modules was great especially since it consisted of hands on programming in class. The course notes are particularly helpful and easy to follow. In addition they also conduct TNA’S which help in preparing for the Global Certification Exams. I got placed in Edelweiss through Ultramax. Ultramax has helped me to build my career in SAS. The trainers, support staff and the placement head have all been very kind and helpful. I am grateful for the efforts Ultramax team has taken for me. Overall a great experience.

Akhilesh Aeer

Company: Edelweiss