Name: Introduction To Basic Certification Course in HR Analytics with Python by E&ICT Academy, IIT Guwahati in Visakhapatnam | Henry Harvin
Uploaded: 2023-12-04 08:02:57
Description: Most in-demand Certification globally | Acquire knowledge and skills required to transform HR requirements in support of data-driven decisions | Learn to collect, analyze, and report data for HR management | More than 70% of leaders are gaining ground to incorporate information into regular dynamic cycles I Gain an explicit understanding of basic and advanced concepts of Python programming.

Module 1: Introduction To Analytics
- What is Analytics (BI, BA, Levels etc.)
- Why Analytics (Application in various domains..)
- Different Roles in Analytics
- Tools and Techniques in Analytics
- Data Science, Data Mining, Statistics, Machine Learning, Supervised and Non-Supervised Techniques
- Scales of Measurement
- CRISP Modeling Framework
- Quiz Module 1
Module 2: Python Environment
- Anaconda - Download & Setup
- IDEs - Jupyter, Spyder, PyCharm
- Git - Setup and Configuration with IDEs
- Creating and Managing Analytics/ ML Projects
- Quiz Module 2
Module 3: Basic Programming And Data Structures
- Basic Data Structures & Programming Constructs
- Libraries
- Numpy
- Pandas
- Matplotlib
- Quiz Module 3
Module 4: Data Manipulation And Descriptive Summary
- Group Summaries
- Crosstab, Pivot and Reshape data
- Managing Missing Values
- Outliers Detection
- Various types of Joins, merge
- Managing indexes in pandas
- Partitioning data into train and test set
- Scaling of Data (useful for Clustering)
- Quiz Module 4
Module 5: Statistics
- Basic Statistics (mean, median, mode)
- Other Statistics (sd, var, quantile, skewness, kurtosis)
- Hypothesis Tests (t-test, Chi-square tests etc.)
- Probability Distributions (normal, binomial etc.)
- Sampling Techniques
- Quiz Module 5
Module 6: Graphical Representation Of Data
- Selection of Graph
- Libraries (matplotlib, seaborn, plotnine)
- Basic Graphs (histogram, barplot, boxplot, pie etc.)
- Managing plot parameters(size, title, axis, legend etc.)
- Advanced Graphs (correlation, heatmap, mosaic etc.)
- Exporting graphs
- Quiz Module 6
Module 7: Linear & Multiple Regression Analysis
- Simple Linear Regression
- Multiple Linear Regression
- Libraries - sklearn, statsmodel
- Predict DV on IVs
- Metrics of Linear Regression(R2, RMSE, p-values)
- Applications of Linear Regression
- Assumptions of Linear Regression
- Quiz Module 7
Module 8: Logistic Regression
- Difference between Linear and Logistic
- Logistic Regression
- Metrics of Logistic Regression (confusion matrix, ROC curve)
- Predict probability of DV on IV
- Applications of Logistic Regression
- Quiz Module 8
Module 9: Classification: Decision Trees
- Difference between classification and regression decision trees from CART models
- Understanding tree from the plot
- Classification Tree - predict class, plot, accuracy
- Regression Tree - predict numerical value, plot, RMSE
- Improving tree accuracy using Random Forests
- Bagging and Boosting
- Applications of Decision Tree
- KNN (K-nearest neigbours)
- Neural Networks
- Gradient Descent
- SVM (Support Vector Machine)
- Quiz Module 9
Module 10: Cluster Analysis
- Clustering for Grouping Data Types - Hierarchical & Non-Hierarchical
- Kmeans - output metrics (iter, error, plot)
- Hierarchical (Agglomerative & Divisive) - Dendrogram, Visual plot
- Extracting the data in clusters, Cluster Centers
- Applications of Clustering
- Quiz Module 10
Module 11: Association Rule Analysis
- Applying AR to grocery store for Market Basket Analysis
- Metrics- Support, Confidence, Lift
- Frequent Itemsets and Rules; Filtering rules
- Applications of AR
- Quiz Module 11
Module 12: Text Mining
- Managing Unstructured Data; Unstructured to Structured Data
- Extracting Tweets from Twitter
- Extracting words for Sentiment Analysis
- Wordcloud to Visualize the frequency of occurrence of words in text
- Applications of Text Mining
- Quiz Module 12
Module 13: Forecasting With Time Series Analysis
- Creating & Managing dates and times
- Creating and managing time series data
- Download stock prices data using libraries and analyzing them
- Time Series Components(Seasonal, Irregular, Trend) & Types (Additive & Multiplicative)
- Time Series Analysis - Simple Moving Average, Exponential Smoothening, ARIMA forecasting
- Plotting Time Series, Candlesticks diagram for stocks
- Applications of Time Series Analysis
- Quiz Module 13
Module 14: Complimentary Module 1: Soft Skills Development
- Business Communication
- Preparation for the Interview
- Presentation Skills
Module 15: Complimentary Module 2: Resume Writing
- Resume Writing

Know the complete offerings of our Basic Certification Course in HR Analytics with Python by E&ICT Academy, IIT Guwahati

Basic Certification Course in HR Analytics with Python by E&ICT Academy, IIT Guwahati in Visakhapatnam

11 Nov 2024

3 Months

11 Nov 2024

3 Months

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Know the complete offerings of our Basic Certification Course in HR Analytics with Python by E&ICT Academy, IIT Guwahati in Visakhapatnam

Key Highlights

3 Months of Instructor-Led Sessions

16 Hours of Live Interactive Doubt Solving Sessions

8 Hours of Live Master Sessions by Industry Experts

192 Hours of Self-Paced Learning

Job-Ready Portfolio of 5+ Capstone Projects

83 Auto-Graded Assessments

10+ Industry Case Studies

72 Guided Hands-On Exercises

5+ Assignments and Mini Projects

1 Mock Interview and 2 Hackathons

Get 1-Year Gold Membership of Henry Harvin® Data Science & Analytics Academy

Get a guaranteed Internship with Henry Harvin® and in top MNCs like J.P. Morgan, Accenture & many more via Forage

Get 3 in 1 Placement support through Placement Drives, Premium access to Job portal & Personalized Job Consulting

6 Hours of Mentorship by Industry Experts

Earn Certificate from E&ICT Academy, IIT Guwahati along with Certification of Course from Henry Harvin®, Govt of India recognized & Award-Winning Institute and NSDC Certification

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About the Basic Certification Course in HR Analytics with Python by E&ICT Academy, IIT Guwahati in Visakhapatnam

Basic Certification Course in HR Analytics with Python from E&ICT Academy IIT Guwahati,

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Curriculum For Basic Certification Course in HR Analytics with Python by E&ICT Academy, IIT Guwahati in Visakhapatnam

Module 1: Introduction To Analytics

Module 2: Python Environment

Module 3: Basic Programming And Data Structures

Module 4: Data Manipulation And Descriptive Summary

Module 5: Statistics

Module 6: Graphical Representation Of Data

Module 7: Linear & Multiple Regression Analysis

Module 8: Logistic Regression

Module 9: Classification: Decision Trees

Module 10: Cluster Analysis

Module 11: Association Rule Analysis

Module 12: Text Mining

Module 13: Forecasting With Time Series Analysis

Module 14: Complimentary Module 1: Soft Skills Development

Module 15: Complimentary Module 2: Resume Writing

Admission Closes On 11 Nov 2024

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What you'll Learn in this course

Trends Related to Employee Performance

Data-based Decision Making

Employee ROI Assessment

Auxiliary Tools and Libraries

Essential Concepts of Python Programming

Data Analysis and Data Structure

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