DATA MODELLING
- Descriptive / Inferential statistics
- Various data types
- Exploratory data Analysis
- Random Variables
- Probability
DISTRIBUTIONS
- Probability Distributions
- Discrete Probability distribution
- Continuous probability distribution
MODEL FITTING
- How to fit the data
- Hypothesis test
- Fitting a linear model
- Discrete terms
- Multivariate models
- Interaction terms
- Generalized models
MODEL SELECTION
- How to select an algorithm
- Predictive Accuracy
- Cross validation
- Estimates of predictive accuracy
- Model under fitting and over fitting
MACHINE LEARNING
- Decision Tree
- Theory of Decision tree
- Statistics behind decision tree
- Case study approach
- Hands on using R & Python
- Random Forest
- Theory on Random forest
- Hands on using R & Python
- K-NN
- Theory on K-NN
- Case study approach
- Hands on using R & Python
- Bayesian classifier
- Theory on Naïve Bayes
- Case study approach
- Hands on using R and Python
- k-Means cluster
- Distance measures
- Case study approach
- Hands on using R & Python
- Agglomerative clustering
- Case study approach
- Hands on using R & Python
- Text Mining
- Sentimental Analysis using R & Python
- Kernel SVM classifier
- Theory on SVM
- Case study approach
- Hands on using R & Python
- Neural Networks
- Simple neural Network
- Multi-layer perceptron
- Hidden Layers
- Hands on using R & python
DATA WRANGLING USING R
- Data Frame
- Matrices
- Vectors
- Lists
- Packages
- Reading different data into R
- Graphical representation
- Imputation
- Dummy Variable creation
- Summary statistics
- Correlation
- Covariance
DATA VISUALIZATION
- Understand Tableau Desktop Architecture and how to use Tableau in real life
- Tableau statistics and Tableau interactive dashboard
- Master Tableau Reporting, Graphs, Maps, Table Calculation
- Simplify and organize data with data connections
- Master Special Field Types and Tableau Generated Fields
- Learn to implement Data Aggregation and Data Blending in tableau
- Understand R Connectivity with Tableau
- Gain knowledge on using R scripts in Tableau
- Perform real time analytics and Tableau data visualization
- Prepare for Tableau Desktop Qualified Associate Exam
TOOLS
TABLEAU
- Introduction to the various file types
- How to access help
- Quick introduction to the user interface in tableau
- How to connect to the data sources
- How to join various data sources
- How to create data visualizations using tableau feature “show me”
- Recorder and remove visualization fields
- How to sort and filter data
- How to create a calculated field
- How to perform operations using cross – tab
- Working with workbook data & worksheets
- How to create a packaged workbook
- Creating various charts
- Creating maps & setting map options
- Creating dashboards & working with dashboard
R & R-STUDIO
- Introduction to r
- Working with packages
- Performing various regression and
- Data mining techniques using R studio
PYTHON
- Installation of python
- Importance of python
- Difference between r studio and python
- How to perform various functions
- How to view module content in python
- How to request libraries in python
- How to access the content
- How to create content
- Performing various regression and data mining techniques using python