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Home   >    All Courses   >   Big Data and Analytics   >   Advanced Predictive Modelling in R Certification Training

Advanced Predictive Modelling in R Certification Training

SUPPORT NO. +1 302 956 2015 (USA)

Why this course ?

This course is designed for anyone who is interested in using data to gain insights and make better business decisions. The techniques discussed are applied in all functional areas within business organizations including accounting, finance, human resource management, marketing, operations, and strategic planning.

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Course Duration

You will undergo self-paced learning where you will get an in-depth knowledge of various concepts that will be covered in the course.

Real-Life Case Studies

Towards the end of the course, you will be working on a project where you are expected to implement the techniques learnt during the course

Assignments

Each module will contain practical assignments, which can be completed before going to next module.

Life Time Access

You will get lifetime access to all the videos,discussion forum and other learning contents inside the Learning Management System.

Certification

addiLEARN certifies you as an expert in Advanced Predictive Modeling based on the project reviewed by our expert panel.

Forum

We have a community forum for all our customers that further facilitates learning through peer interaction and knowledge sharing.

Online Self Learning Courses are designed for self-directed training, allowing participants to begin at their convenience with structured training and review exercises to reinforce learning. You'll learn through videos, PPTs and complete assignments, projects and other activities designed to enhance learning outcomes, all at times that are most convenient to you

For your practical work, we will help you setup Certhippo's Virtual Machine in your System. This will be a local access for you. The required installation guide is present in LMS.

Learning Objectives - In this module, you will get an introduction to statistics and conduct best test and exploratory analysis.

Topics - Basic Statistics, Hypothesis Analysis, Correlation, Co-variance, Matrix, Basic Charts.

Learning Objectives - In this module, you will be introduced to basic regression and multiple regression, and will learn how to present the same graphically.

Topics - Exporting Data and Connecting Sheets, Making Basic Visualization in Tableau, Making Sense out of the Visuals and Interpreting the same.

Learning Objectives - In this module, you will dive into linear regression and make the model a better fit, make necessary transformation check for over fitting and under fitting and outliers identification and treatment.

Topics - Residual Plots, AV plots, deletion diagnostics, partial correlation, subset selection, influential observations, transformations, Hetroscadasticity, VIFs, Multi co-linearity, auto-correlations, tests, dummy variables, seasonality, DW tests, Box-Cox transformation, interaction variables

Learning Objectives - In this module, you will be introduced to logistic regression and various uses of the same and also its industry usage.

Topics - Basic Logistic Regression, Uses, Drawbacks of OLS, Tests.

Learning Objectives - In this module, you will dive into logistic regression, learn about more varied usage of logistic regression on various dataset.

Topics - Poisson Regression, Multinomial, ordinal Regression: Business Case & Zero-inflated regression, Negative binomial, Panel data.

Learning Objectives - In this module, you will learn about addressing missing values and how to impute it using various process.

Topics - Imputations using various methods like regression, mode/mean substitutions.

Learning Objectives - In this module, you will get an introduction to forecasting and time series data.

Topics - Techniques, Time series data, Decomposition, ARIMA/ ARMA, ACF and PACF plots, Seasonality and Smoothing (exponential). 

Learning Objectives - In this module, you will learn about Seasonality, Trend Analysis and decaying the factors over the time.

Topics - Holt_winter smoothing, Growth Models, binary data, Neural Networks, ARCH / GARCH, trend lines (exponential trend lines).

Learning Objectives - In this module you will learn about Churn analysis and Regression on time series data with time component.

Topics - Survival Analysis, CoxPH analysis, Plots, tests.

Learning Objectives - In this module, you will work on a dataset of your choice after approval from the trainer. The project needs to cover all concepts discussed in the class. The scope of project should enable you to perform various regressions (including logistic regression), forecasting and survival analysis. You are encouraged to take up a dataset that has missing value and logically impute the same before performing any predictive modeling. You can further develop various models under each section (logistic, forecasting and survival) and then suggest the best one using any technique of his choice. You also need to perform EDA and various aggregation and transformation before jumping into model making and implementing the entire concept on a free dataset

Topics - Project Discussion.

As soon as you enroll into the course, your LMS (The Learning Management System) access will be functional. You will immediately get access to our course content in the form of a complete set of Videos, PPTs, PDFs and Assignments. You can start learning right away.

To help you in this endeavor, we have added a resume builder tool in your LMS. Now, you will be able to create a winning resume in just 3 easy steps. You will have unlimited access to use these templates across different roles and designations. All you need to do is, log in to your LMS and click on the "create your resume" option.

You can pay by Credit Card, Debit Card or Net Banking from all the leading banks. We use a Cc Avenue Payment Gateway. For USD payment, you can pay by PayPal. We also have EMI options available.

You can give us a CALL at +91- 989 926 9264(India) / 1800-688-5897 (US) OR email at support@Certhippo.org

  • Once you are successfully through the project (Reviewed by a Certhippo expert), you will be awarded with Certhippo’s Advanced Predictive Modeling expert certificate.

    Certhippo certification has industry recognition and we are the preferred training partner for many MNCs e.g.Cisco, Ford, Mphasis, Nokia, Wipro, Accenture, IBM, Philips, Citi, Ford, Mind tree, BNYMellon etc. Please be assured.