Data Science Internship Programs

We are glad to announce that we have introduced Data Science Internship Programs (Self sponsored) for professionals who want to have hands on experience.

Pre - Requisites:
  • Should be Graduate
  • Basic Communication Skills
  • Basic Computer awareness Skills.
What you will do as an Intern?
  • Undergo training for required courses
  • Understand client requirements
  • Develop required code to meet clients requirements
  • Document the in line code
  • Test the developed code
  • Deploy the code
  • Capture client’s acceptance
  • "Complete one International Certification" - expense covered in Internship Fees.

Highlights of the course

  • Introduction to R
    • What is R?
    • Downloading and Installing R
  • Getting data into R
    • Typing in small data sets
    • Concatenating data with the c function
    • Combining variables with c, cbind & rbind functions
    • Combining data with the vector function
    • Combining data with the matrix function
    • Combining data with the data.frame function
    • Combining data with the list function
    • Importing data
  • Accessing variables and managing subsets of data
    • Accessing variables from a data frame
    • Accessing subsets of data
    • Combining two data sets
    • Exporting data
  • Simple functions
    • The tapply Function
    • The sapply and lapply functions
    • The summary function and table function
  • An introduction to basic plotting tools
    • The plot function
    • Symbols, colors, and sizes
    • Adding a smoothing line
  • Loops and functions
    • Introduction to loops
    • Loops
    • Functions
  • Graphing tools
    • Pie chart
    • Bar and strip chart
    • Boxplot
    • Cleveland dot plots
    • Revisiting the plot function
    • The pair plot
    • The co plot
  • An Introduction to the lattice package
    • High-level lattice functions
    • Multi panel scatterplots: xy plot
    • Multi panel boxplots: bw plot
    • Multi panel Cleveland Dot plots
    • Multi panel histograms: histogram
    • Panel functions
    • 3-D scatterplots and surface and contour plots
  • Statistics basics with R
    • Probability & Distributions
    • Random Numbers
    • Descriptive Statistics and graphics
  • Simple regression and correlation
    • Simple linear regression
    • Residuals and fitted values
    • Prediction and confidence bands
  • Analysis of variance and the kruskal-wallis test
    • One-way analysis of variance
    • Kruskal-wallis test
    • Two-way analysis of variance
    • The friedman test
  • Multiple regression
    • Plotting multivariate data
    • Model specification and output
    • Model search
  • Logistic regression
    • Generalized linear models
    • Logistic regression on tabular data
    • Likelihood profiling
    • Logistic regression using raw data
    • Prediction
    • Model checking
  • Rates and poisson regression
    • Basic idea
    • Fitting poisson models
    • Computing rates
  • Non-linear curve fitting
    • Basic usage
    • Finding starting values
    • Self-starting models
    • Profiling
  • Common R mistakes
    • Problems importing data
    • Attach misery
    • Non- attach misery ($) & log of zero
    • Log of zero
    • Miscellaneous errors
  • Data Science – R Language Implementation.
  • Points and space
    • Concept
    • Application of the concept
    • R Language implementation
    • Visualization
  • Set theory
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Vectors
    • Concept
    • Application of the concept
    • R Language implementation
    • Visualization
  • Matrices
    • Concept
    • Application of the concept
    • R Language implementation
    • Visualization
  • Graphs
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Differential equations
    • Concept
    • Application of the concept
    • R Language implementation
    • Visualization
  • Linear algebra
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Generalized linear models
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Multinomial data
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Data pre-processing
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Data transformations
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • High dimensional data
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Dimensionality reduction
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Data visualization
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Stationary processes
    • Concept
    • Application of the concept
    • R Language implementation
    • Visualization
  • Frequency distribution
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Measures of dispersion
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Skewness
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Normal distributions
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Binomial distribution
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Probability
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Conditional probability
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Subjective probability
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Multiplication law of probability
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Mutually exclusive events and independent events
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Bayes theorem
    • Concept
    • Application of the concept
    • R language Implementation
    • Visualization
  • Random variables
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Correlation and regression
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Logistic regression
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Multinominal logistic regression
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Count regression or poisson regression
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Non parametric regression
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Multivariate analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Single factor studies
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Multi factor studies
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Specialized study designs
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Testing of hypothesis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Sampling
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Design and analysis of experiments
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Analysis of variance (ANOVA)
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Linear regression
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Non-linear regression
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Design of experiments
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Multivariate analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Canonical correlation
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Discriminant analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Factor analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Cluster analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Multivariate analysis of variance (MANOVA)
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Time series analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Forecasting analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Quality control
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Linear programming problem
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Game theory
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Transportation problem
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Simulation
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Decision analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Decision trees
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Assignment problems
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Predictive analysis
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Data mining concepts
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Neural networks
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Weka data mining
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Item set mining
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Sequence mining
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Graph pattern mining
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Kernal methods
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Classification tree
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Likelihood theory
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Arbitrage theory
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Machine learning
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Ensemble learning
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization
  • Estimation
    • Concept
    • Application of the concept
    • R language implementation
    • Visualization