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PG Program in Advanced Data Analytics for Executives

PG Program in Advanced Data Analytics for Executives

The Post Graduate Program in Advance Data Analytics for Executives

    Created by
  • 1. Sachin Satpute
  • 2. S Rath
  • 3. Demo Eduplusnow
  • 4. Subrata Rath

Batch Date

04-Apr-2022 to 19-May-2022


0

Description

Time is ripe whether leaders has start take decisions with minimal error and maximum predictivity. Gone those days where we had to beg for data for taking effective decision. Days are there routing business operations the way is happening keep piling up structured and unstructured data and the very need is to make tremendous sense from the available data to discover insights for deceision making purpose. Indian Statistics Institute in collaboration with EduplusNow at Pune has come with a hands-on, knowledge rich, case study-centred innovative advanced data analytics course for the leaders accross the depth and spread of the organisations of any nature and any size ...Please join our course and taste the difference...

Video Lectures

00:0:00

  • Refernce material for reading
  • Evolution Of Busienss Analytics
  • Business Analytics For Effective Business Decision Making
  • Business Analytics & Its Componant Viz Basic Data Prepration, Basic Analytics, Prescritive Analytics, Descriptive Analytics, Predictive Analytics, Machine Learning, Deep Learning & Artificial Intelligence
  • Data Preparation - Dirty & Unstructured Data To Adequate & Clean Data
  • Data & Its Types
  • Meta Data
  • Tupple Formation Of Data
  • Data Integrition - Aggrigation, Segrigation, Combining, Indexing, Sumarising
  • Data Quality
  • Events, Probability, Random Variable, Probability Distribution
  • Paramiters Of Probability Distribution
  • Estimation
  • Sumries Of Statistics
  • Test Of Hypothesis
  • Visual Analytics
  • Tools For Visual Analytics
  • Summaries Of Statistics Connecting To Visual Analytics
  • Connecting EDA To VA
  • Tools - Python, Tableau, Power BI
  • Modelling
  • Steps Of Modelling
  • Data Partitioning In Modelling
  • Multiple Linear Regression
  • Stepwise Regression
  • Best Subset Regression
  • Ridge Regression
  • LASSO Regression
  • Spline Regression
  • Discriminant Analytics
  • Logistic Regression
  • KNN
  • Naïve Bayes Classifier
  • Model Adequacy Parameter
  • Model Accuracy Parameter
  • Predictability Of Model
  • Provisioning Modelling In Machine Learning
  • Descriptive Analytics
  • Cluster Analytics
  • Affinity Analytics Or Market Basket Analysis
  • Principal Component Analysis, Factor Analysis
  • Connecting MBA & Clustering To ML
  • Predictive Analytics
  • Use Of Cluster Variables & Affinitive Variables In Model
  • Time Series Analysis
  • Prospective Modelling
  • Neural Network Related Modelling
  • Perceptron - ANN
  • CNN
  • RNN
  • Connecting Neural Network To Deep Learning Modelling
Assesment policy
Type Weightage %
Exam 50.0
Content 50.0

Course Instructor


Download The Course Brochure


Complete the course successfully to obtain this prestigious recognition from edu plus now