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

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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.

Starts In 2 day

29 Apr 2024

Learning Period

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

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Two-way Live Online Interactive Classroom Sessions

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

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

Join Henry Harvin® Basic Certification Course in HR Analytics with Python from E&ICT Academy IIT Guwahati. 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. Gain an explicit understanding of basic and advanced concepts of Python programming. HR Analytics with Python is also known as people analytics or you can say talent analytics. It is kind of analytics which helps HR managers, executives to make data-driven decisions about their employee or the workforce.

Who should attend ?

  • Working Professional from the domain of Marketing, Finance, HR, IT
  • Students from any background (MBA, BBA, B.com, BA)
  • Executives or senior managers who wish to use a large database of customer information to make critical business decisions
  • IT or non-IT professionals who want to redefine their career
  • Individuals aspiring to get Exposure to practical applications of tool-based business analytics

AGOTA™ Classes

  • Training: 3 Months of Two-Way Live Online Interactive Sessions
  • Projects: Facility to undergo projects in Python Programming, People & Talent Management & more
  • Internship: Get a guaranteed Internship with Henry Harvin® and in top MNCs like J.P. Morgan, Accenture & many more via Forage.
  • Certification: Get course completion Certification from E&ICT Academy, IIT Guwahati in association with Henry Harvin® Govt. of India recognized Award - Wining Institute & NSDC to showcase expertise.
  • Placement:  Get 3 in 1 Placement support through Placement Drives, Premium access to Job portal & Personalized Job Consulting
  • E-Learning: Free access to E-learning Portal and future updates
  • Masterclass: Access to 52+ Masterclass Sessions for essential soft skill development
  • Student Engagement & Events: Access to all student engagement & events throughout the program
  • Membership: 1-Year Gold Membership of Henry Harvin® Data Science & Analytics Academy for Basic Certification Course in HR Analytics with Python by IIT Guwahati
  • Entrepreneurship Mentorship: Mentorship from Young Successful Entrepreneurs to set up a sustainable & scalable Business from scratch at both Freelance & Entrepreneur level

Trainers at Henry Harvin® 

  • Most respected industry experts with 14+ years of working experience and recognized by numerous organizations over the years for their work
  • Have been invited for 300+ keynote classes for the Professional Certificate Program in HR Analytics with Python by IIT Guwahati
  • Have delivered 450+ lectures and are currently empaneled as domain experts with Henry Harvin® Data Science & Analytics Academy

Alumni Status 

Become a part of the Elite Data Science & Analytics Academy of Henry Harvin® and join the 4,60,000+ large Alumni Network Worldwide.

Gold Membership Benefits 

  • Avail 1-Year Gold Membership of Henry Harvin® Data Science & Analytics Academy that includes E-Learning Access through recorded Videos, Games, Projects, CPDSPe Studies
  • Access to Masterclass Sessions
  • Earn the Prestigious Henry Harvin®️ Alumni Status and become one of the reputed 3,00,000+ Alumni across the globe.
  • Guaranteed Internship with Henry Harvin®️ or partner firms
  • Weekly 10+ job opportunities offered.
  • Experience Industry Projects during the training

Learning benefits

  • Learn an in-depth understanding of Data Science processes, Data Wrangling, Data exploration, Data Visualization, Hypothesis building, and testing 
  • Understand Python Environment and other Auxiliary Tools and libraries 
  • Understand the essential concepts of Python Programming such as Data Types, tuples, lists, dicts, basic operators, and functions  
  • Perform high-level mathematical computing using the NumPy Package and its vast library of Mathematical functions 
  • Carry out Scientific and Technical computing using the SciPy Package and its Sub-Packages such  as Integrate, Optimize, Statistics, IO, and Weave  
  • Carry out Data Analysis and manipulation using Data Structures and tools provided in the Pandas Package 
  • Gain an in-depth understanding of Supervised Learning and Unsupervised learning
  • Models such as Linear Regression, Logistic Regression, Clustering, Dimensionality Reduction, K-NN, and pipeline
  •  Use the Matplotlib Library of Python for Data visualization
  •  Extract useful data from websites by performing Web scraping using Python

Recognitions of Henry Harvin® Education

  • Winner of Top Corporate Training Award, Game-Based Learning Company of the under 40 Business World Award 
  • Affiliated with American Association of EFL, Ministry of Corporate Affairs, MSME, UKAF, UKCert, Project Management Institute (PMI), and ISO 29990:2010 certified
  • Reviews: 3425+ Google Reviews, 1100+ Youtube Testimonials with 4.5+ Rating Rated  on Goabroad, Trustpilot, Gooverseas & more

Career Benefits

  • Become Eligible for HR Analytics Jobs demanding background
  • Open doors to Job Opportunities Abroad demanding specialization
  • Fill the void of thousands of untapped High-Paying Jobs in analytics with Talent Shortage
  • Upgrade your biz card with Hallmark of Global Credential (CHRA-P) Professional added next to your name
  • Improve your CV & LinkedIn profile with professional development
  • Support your Startup with high ROI
  • Build a Startup in one of the most rewarding fields of today- Analytics

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 Curriculum

  • 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

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

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Skills Covered

Python

Data Structure

Statistics

Regression Analysis

Logistic Regression

Cluster Analysis

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