PG Program in


Advanced Data
Analytics for Executives

executive

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Jointly Delivered by


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  144 Hours           WEEKEND BATCH(SAT - SUN)
Training Mode(Online)
Date :02nd May 2021-17th July 2021
Batch Type :Saturday-Sunday

An Overview Of The Post Graduate Program in Advanced Data Analytics for Executives

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...


Key Features Of The Online Advanced Data Analytics for Executives

Indian statistical institute, Pune & Eduplusnow’s PG Program in Advance Data Analytics curriculum involves comprehensive data analytics in varieties of application areas comprising of – Expectation from Data Engineering to provide a clean dataset for a forecast problem statement to represent a business case.

  • Data Preparation – role of data engineering in data preparation.
  • Visual Analytics & Exploratory Data Analysis – with Business Intelligence reporting of retrospective data & statistical founding for prospective pursuance using tools such as Minitab, Python, Power BI & Tableau. It can be noted that data preparation, exploratory data analysis form the basis of foundation for Data analytics & hence can be treated as basic analytics.
  • Modeling – ( Prescriptive Analytics with limited accuracy) – to predict the target variable using both regression & classification types of models at least 20 different types of models including classical models ( to be used as Machin learning) & Deep neural network base modeling (to be used as Deep Learning ) classical models wiz with hands on experience using Minitab, python, power BI & Tableau.
  • Descriptive Analytics – ( To give birth of new combined explanatory variable) - to give birth of new explanatory variables of combine nature using cluster analysis, Market Basket Analytics, Principal component analysis & factor analysis.
  • Predictive Analytics – using variety of ensembling techniques & time series analysis.




Tools Covered



Syllabus


  • 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
  • Data Cleaning
  • Events, Probability, random variable, probability distribution
  • Paramiters of probability distribution
  • Estimation
  • Sumries of Statistics

  • Sampling Distribution
  • 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

Learning Outcomes

  • Data Analytics transpirable knowledge & skills for the fact-based decision making by an executive from any discipline from any industry along with a complete data analytics and project for each participants.
Certification criteria

80 Marks MCQ + 20 Marks Descriptive question exam will be taken on the last date of course. Candidate need to score => 70% . As a prerequisite for project follow up – at the end of submission of project report each participant will have present case study internship project to panel member to score at least 70% for the project.


Faculty

The faculty will be with particular emphasis of providing readymade coding required for the classroom session as well as internship project period. The role of instructor also includes explaining and handholding examples and projects throughout the underline period.

Data Science Course in Pune

Awarded Jointly by The Indian Statistical Institute,Pune and edu plus now

Course Schedule


PG Program in Advanced Data Analytics for Executives

Training Mode(Online)
Date :02th May 2021 to 17th July 2021
Time :10:00 am to 04:00 pm
Batch Type :Saturday-Sunday



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What our learners have to say about us!


Our Alumni work at



Course Fees : 1,00,000 (+GST)







Features
  • Indian Statistical Institute as a knowledge partner.
  • Mentorship by industry specialists.
  • Course awarded by Edu Plus Now.
  • Separate batches for working professional
  • Advisory Board members from Industry & Academia
  • Capstone Project spanning throughout the course duration
  • Industry-Endorsed Curriculum

"If a group of four or more participants enroll with us, a concession of 10% will be awarded to each one of them. For more details Contact us."    +91 8956167195

Why edu plus now


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Connect with experts and qualified instructors from reputed universities to stay on top of the ever-evolving future of work.

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Take advantage of a complete in-built environment for programming and get hands-on experience to solve real-world problems practically.

About the Organization


datascience23

It is a Central Government institute, devoted to research, teaching & application of not only statistics and allied sciences, but also the natural sciences, social sciences and their interface with the statistics. Founded by Professor P.C. Mahalanobis in Kolkata on 17th December, 1931, the institute gained the status of an Institution of National Importance by an act of the Indian Parliament in 1959.


ISI Pune is a unit of Indian Statistical Institute,Pune, active in Teaching, Training, Research and Consulting on application of statistics, operations research & allied science to solve problems of the industry across the spread and depth of the industries. ISI Pune bring sanctity of statistics in the mother initiatives such as TQM, TPM, Six Sigma, Quality Management, Management Systems, Business Management, Data Analytic, Data Science.

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