Hr Analytics

Resources (IMPORTANT) Preview 01:19

In this module, there are 2 attachments

1. Full resource code for the course (all data sheets, r codes and python codes.)

2. Anatomy of Statistical Modelling - it is a step by step approach towards building an analytical project as it reflects what is to be done next in the journey. This tool will always help in your journey and bring you out from any confusion ever. It is designed to how a project is done in the analytics and statistical areas, as to what comes after what and which technique needs to be used.

Anatomy of Statistical Modeling Preview 00:19

It is a step by step approach towards building analytical projects as it reflects what is to be done next in the journey.

This tool will always help you in the process and bring you out of any confusion ever.

It is designed to know how a project is done in the analytics and statistical areas, as to what comes after what and which technique needs to be used. How to clean data, prepare data, and model data.

Installation of Python Preview 05:39

Getting Started with Python Packages Preview 04:57

Getting Started with Jupyter Notebook Preview 06:19

Installation and Introduction of R and Rstudio Preview 16:09

Importing Excel File in Python and R Preview 05:58

Population and Sample Preview 03:25

Quiz

Types of Data Preview 04:32

Quiz

Types of Data - Python Preview 04:47

Quiz

Types of Data - R Preview 02:47

Quiz

Data Dictionary Preview 02:15

Quiz

Validate for Correctness- Python Preview 03:23

Quiz

Validate for Correctness- R Preview 01:46

Quiz

Univariate Analysis Preview 01:10

Quiz

Mean/Median/Mode - Excel Preview 04:35

Quiz

Decoding Median Preview 02:39

Quiz

Mean/Median/Mode - Python and R Preview 03:45

Quiz

Measures of Variability Preview 02:42

Quiz

Range - Python and R Preview 02:08

Quiz

Inter-Quartile Range Preview 05:33

Quiz

Inter-Quartile Range - Python and R Preview 01:41

Quiz

Variance Preview 06:14

Quiz

Variance- Excel, Python and R Preview 01:58

Quiz

Standard Deviation Preview 02:40

Quiz

Standard Deviation- Excel, Python and R Preview 01:48

Quiz

Histogram- Python & R Preview 04:29

Quiz

Skewness Preview 02:52

Quiz

Skewness- Python and R Preview 05:17

Quiz

Standardization Preview 06:03

Quiz

Standardize in Python and R Preview 02:29

Quiz

Count, Frequency and Percentage Preview 04:03

Quiz

Count and Percentages- Python and R Preview 03:17

Quiz

Bar chart and Pie chart - Excel Preview 03:23

Quiz

Bar chart and Pie chart- Python and R Preview 03:24

Quiz

Introduction Preview 01:19

Missing Values Preview 05:46

Quiz

Missing Value - Excel Preview 08:42

Quiz

Missing Value - Python Preview 08:36

Quiz

Missing Value - R Preview 10:06

Quiz

Understanding Outlier Preview 03:25

Quiz

Understanding Boxplot Preview 03:39

Quiz

Detection by BoxPlot - Python and R Preview 04:26

Quiz

Detection by Z-Score - Excel, Python and R Preview 07:33

Quiz

Treating Outlier by Mean and Median - Python and R Preview 06:08

Quiz

Treating by Flooring and Capping - Python and R Preview 10:53

Introduction to Bi-Variate Preview 02:08

Quiz

Scatter Plot Preview 03:45

Quiz

Scatter Plot - Python and R Preview 02:37

Quiz

Scatter Matrix - Python and R Preview 05:53

Quiz

Co-Variance Preview 01:58

Quiz

Co-Variance in Excel Preview 05:05

Quiz

Co-Variance - Python and R Preview 01:54

Quiz

Co-Variance Matrix - Python and R Preview 02:18

Quiz

Correlation Preview 08:22

Quiz

Correlation - Python and R Preview 02:57

Quiz

Correlation Matrix - Python and R Preview 03:58

Quiz

Cross-tab Preview 02:47

Quiz

Cross-Tab - Python and R Preview 01:50

Quiz

Proportion Table Preview 04:44

Quiz

Proportion Table - Python and R Preview 02:58

Quiz

Stacked/Bar/Column Chart in Excel Preview 05:36

Quiz

Stacked/Bar/Column Chart in Python and R Preview 05:40

Quiz

Mosaic Plot - Python and R Preview 06:16

Quiz

Category wise Descritive Statistics Preview 07:42

Quiz

Box Plot Preview 04:40

Quiz

Introduction to Hypothesis Testing Preview 03:04

Quiz

Steps in Hypothesis Testing Preview 01:39

Quiz

Formulate Hypothesis Preview 03:39

Quiz

When to do which Hypothesis Test Preview 02:05

Quiz

Significance level Preview 02:13

Quiz

Apply test find P value and compare with Significance Level Preview 04:22

Quiz

Quiz

One sample t-test R and Python Preview 07:02

Quiz

Paired t-test Python and R Preview 04:07

Quiz

Chi-square in Python and R Preview 05:22

Quiz

ANOVA in Python and R Preview 06:39

Quiz

Decoding Chi-Square Preview 08:37

Quiz

Decoding ANOVA Preview 11:19

Quiz

Introduction Preview 03:19

Derived Variables Introduction Preview 01:40

Derived Variable 'Tenure' - Excel, Python and R Preview 03:54

Quiz

Derived Variable 'Compa Ratio' Introduction Preview 01:59

Derived Variable 'Compa Ratio' - Excel, Python and R Preview 02:37

Quiz

Dummy Variables Introduction Preview 01:44

Quiz

Dummy Explained Preview 04:07

Dummy Variable - Python Preview 10:19

Quiz

Dummy Variable in R Preview 06:53

Quiz

Variable Transformation Introduction Preview 01:44

Normalization/ Standardization Preview 02:33

Quiz

Normalization/ Standardization - Python and R Preview 05:13

Quiz

Log & Square Root Transformation Preview 02:50

Quiz

Log & Square Root Transformation - Python Preview 09:32

Quiz

Log & Square Root Transformation - R Preview 04:59

Quiz

Binning Preview 01:09

Quiz

Binning - Python Preview 07:20

Quiz

Binning - R Preview 04:09

Quiz

Introduction Preview 03:08

Quiz

Data Split - Python & R Preview 06:40

Quiz

Introduction to Linear Regression Preview 03:10

Visually Understanding Linear Relationships Preview 02:36

Business Problem Preview 02:12

Types of Linear Regression Preview 01:12

Building First Linear Regression Model Preview 01:51

Simple Linear Regression Equation Preview 01:37

Visualizing Linear Regression Preview 03:22

Interpretation of Linear Regression equation Preview 07:52

Ordinary Least Square Preview 02:37

Errors Explained Preview 02:38

R- Squared Preview 03:09

Multiple Linear Regression Preview 03:00

Adjusted R-Square Preview 02:39

F-Test Preview 02:09

Simple Linear Regression in R and Python Preview 06:00

Multiple Linear Regression in R and Python Preview 05:49

Choosing Significant Factors in R Preview 09:08

Stepwise Regression Preview 05:29

Multicollinearity Preview 05:16

Multicollinearity in R Preview 04:41

Introdution to Attrition Case Preview 02:34

Data Validation Preview 03:22

Univariate Analysis Preview 04:28

Feature Engineering Preview 06:35

Bivariate Analysis (Categorical-Categorical) Preview 05:07

Chi-square Test Preview 05:37

Bivariate Test (Numerical-Categorical) Preview 07:33

T-Test Preview 04:21

Why Remove Insignificant Variables? Preview 02:50

Removal of Insignificant Variables Preview 01:27

Dummy Variable Creation Preview 04:18

Data Split Preview 03:32

Understanding Logistic Regression Preview 07:55

Building Logistic Regression Model Preview 06:01

Model Evaluation Techniques Preview 19:42

Model Evaluation - Confusion Matrix Preview 12:10

Model Evaluation - ROC, AUC Preview 02:34

Business Problem Preview 02:45

Text Classification Approach Preview 02:19

Data Cleaning 1 Preview 08:02

Data Cleaning 2 Preview 05:08

Data Cleaning 3 Preview 03:37

Bag of Words Preview 08:45

Train Test Split Preview 07:32

Building Logistic Regression Model Preview 04:48

Model Evaluation Preview 03:55

Model Deployment Preview 00:50

Model Deployment in Python Preview 02:43

Business Problem Preview 02:38

Overview of Clustering Preview 02:51

How to Make Clusters Preview 06:20

Distance Measures Preview 02:05

Select a Clustering Procedure Preview 04:48

Hierarchical Clustering Theory Preview 03:57

Finding Optimal Number of Clusters Preview 01:29

Loading Data and Univariate on Demographics Preview 07:43

Univariate on Test Scores Preview 06:13

Finding Optimal Clusters Practical Preview 04:56

Hierarchical Clustering Practical Preview 04:27

Profiling Clusters Part 1 Preview 06:04

Profiling Clusters Part 2 Preview 03:24

Profiling Clusters Part 3 Preview 07:58

Saving Clusters Preview 01:36

Charts Preview 01:31

Types of Charts PDF Preview 00:02

Data for Charts Preview 00:01

Distribution Charts Preview 00:00

Correlation Charts Preview 00:00

Ranking Charts Preview 00:00

Part of a Whole Charts Preview 00:01

Evolution Charts Preview 00:00

What is Human Resources and its Importance Preview 02:48

Key objectives of HR Analytics Preview 03:38

People Analytics applied to Employee Life Cycle Preview 04:24

Critical Areas of People Analytics Preview 09:12

Introduction to HR Metrics Preview 03:37

Ecosystem of HR Metrics Preview 02:41

Metrics in critical areas of HR Preview 05:11

Align HR Metrics with overall organizational strategies Preview 03:10

The Journey from Metrics to Analytics Preview 06:54