Software Training Institute in Chennai with 100% Placements – SLA Institute

Data Science with R Course Syllabus

(7601)
Live Online & Classroom Training
duration
2-3 Months
EMI
0% Interest
Mode
Live Online & Classroom Training
Join SLA Institute for the Data Science with R Training in Chennai and master R programming, data visualization, and machine learning techniques. Our R Course for Data Science includes practical projects, industry-relevant examples, and robust placement support to help you succeed. This program provides the expertise needed to thrive in data-centric careers. Enroll now in our Data Science with R Training in Chennai and embark on your journey toward a fulfilling career in data science and analytics!

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Course Syllabus

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  • What is Data Science?
  • What is Machine Learning?
  • What is Deep Learning?
  • What is AI?
  • Data Analytics & it’s types
  • What is R?
  • Why R?
  • Installing R
  • R environment
  • How to get help in R
  • R Studio Overview
  • Environment setup
  • Data Types
  • Variables Vectors
  • Lists
  • Matrix
  • Array
  • Factors
  • Data Frames
  • Loops
  • Packages
  • Functions
  • In-Built Data sets
  • DMwR
  • Dplyr/plyr
  • Caret
  • Lubridate
  • E1071
  • Cluster/FPC
  • Data.table
  • Stats/utils
  • ggplot/ggplot2
  • Glmnet
  • Reading CSV files
  • Saving in Python data
  • Loading Python data objects
  • Writing data to CSV file
  • Selecting rows/observations
  • Rounding Number
  • Selecting columns/fields
  • Merging data
  • Data aggregation
  • Data munging techniques
  • Central Tendency
    • Mean
    • Median
    • Mode
    • Skewness
    • Normal Distribution
  • What does it mean by probability?
  • Types of Probability
  • ODDS Ratio?
  • Standard Deviation
    • Data deviation & distribution
    • Variance
  • Bias variance Tradeoff
    • Underfitting
    • Overfitting
  • Distance metrics
    • Euclidean Distance
    • Manhattan Distance
  • Outlier analysis
    • What is an Outlier?
    • Inter Quartile Range
    • Box & whisker plot
    • Upper Whisker
    • Lower Whisker
    • Scatter plot
    • Cook’s Distance
  • Missing Value treatments
    • What is an NA?
    • Central Imputation
    • KNN imputation
    • Dummification
  • Correlation
    • Pearson correlation
    • Positive & Negative correlation
    • Classification
      • Confusion Matrix
      • Precision
      • Recall
      • Specificity
      • F1 Score
    • Regression
      • MSE
      • RMSE
      • MAPE

    Supervised Learning

    • Linear Regression
      • Linear Equation
      • Slope
      • Intercept
      • R square value
    • Logistic regression
      • ODDS ratio
      • Probability of success
      • Probability of failure
      • ROC curve
      • Bias Variance Tradeoff
    • K-Means
    • K-Means ++
    • Hierarchical Clustering
    • Linear Regression
    • Logistic Regression
    • K-Means
    • K-Means++
    • Hierarchical Clustering – Agglomerative
    • CART
    • 5.0
    • Random forest
    • Naïve Bayes

    The Data Science with R Course Syllabus at SLA Institute is really good. It teaches you a lot about data analysis and visualization. You also learn about computing. The Data Science with R Course Syllabus has training and real projects. This helps you feel confident when you use R to make decisions based on data. The Data Science with R Course Syllabus at SLA Institute helps you get a job, in data science or analytics or research.

    Student Testimonials

    Hi, I am Vivekanandan, a student from a commerce background. I joined this institute to transition my career from non-IT to IT. During my time here, I have gained a significant amount of technical knowledge, aptitude skills, and communication skills. I have completed a Python Full Stack Developer course, and the coaching provided was excellent and easy to understand. Thanks to all my tutors for their guidance and support throughout my learning journey.

    Vivekanandan
    Python Full Stack

    I’ve completed Angular in SLA , gud infrastructure and facilities for students and Muthu sir did his best to train non IT students as well. I’ve placed through the placement drive in SLA. Placement cell counsellor was well focused and attention on every student as well. I really appreciate that.

    Priya Anandhan
    Angular

    The best place to learn and gain your dreamed IT job. Teaching was very good and easy to understand. They also provide lifetime placement for the students. Totally, nice experience and knowledge I gained through this institution.

    Swetha Ganesan
    AWS

    I had a fantastic experience at SLA Institute. I have completed a dotnet course at SLA institute. My trainer name was Muthu Karthikeyan sir he trained me in basic and advanced topics.Daily Task, weekend tasks and presentations, Tasks improve my technical skills .The aptitude , soft skill and communication classes are also helps me to improve my skills. Placement team did an exceptional job by providing lots of opportunities and now I got placed in a reputed company for good package .Thanks to placement officers Janani mam ,janoline mam and My counselor Kavipriya akka thanks for SLA

    Ramkumar V.g
    DOT NET

    SLA Institute is an excellent place to kickstart your career and enhance your skill set. Under the mentorship of Vijay Venkat Sir, I learned web development, and the experience was invaluable. The institute provides a conducive learning environment, and the trainers are highly knowledgeable and supportive. I highly recommend SLA Institute to anyone looking to embark on a rewarding journey in the tech industry.

    Silambarasan B
    Web development

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