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nlp-in-practice

Starter code to solve real world text data problems. Includes: Gensim Word2Vec, phrase embeddings, Text Classification with Logistic Regression, word count with pyspark, simple text preprocessing, pre-trained embeddings and more.

nlp-in-python-tutorial

comparing stand up comedians using natural language processing

nlp_detect-the-ideal-candidate-for-hr-analytics

Natural Language Processing Project on Python

nlp_lss_2022

repo for "Natural Language Processing for Law and Social Science" @ ETH Zurich, Spring 2022

nltk-scraper-and-otherstuff

python function test repo

ona_book

Handbook of Graphs and Networks in People Analytics

onlinecourses

pandas-in-action

Complete source code (datasets and Jupyter Notebooks) for Pandas In Action

pandas-videos

Jupyter notebook and datasets from the pandas Q&A video series

pandas_exercises

Practice your pandas skills!

people-analytics

people-analytics---predicting-employee-performance

people-analytics--employee-churn-prediction

Using a dataset from IBM on employee churn, i created a predictive model to identify employees that are likely to churn. I believe in the era of big data, the use of ML and AI is inevitable in the running of every business. Every business unit needs to adopt ML in its operations, from sales to IT. While the use of ML is popular in some business units, its less applied in others especially in HR. Companies will save millions of dollars if they are able to reduce their employee turnover. Companies with low employee turnover naturally attracts talents into the company compared with companies with high turn over. Hence the need for companies units like HR to adopt the use of ML.

people-analytics-1

This repository includes 3 projects 1. Employee Satisfaction Analysis 2. Training Effectiveness Analysis 3. Employee Turnover (attrition) Analysis

people-analytics-2

people-analytics-and-visualization

This is a repository for HR related analytics project and visualization

people-analytics-case-study

A HR analytics case study performed as part of the SeriousSQL course by Danny Ma.

people-analytics-project

All my personal projects related to People Analytics

people-analytics-project-1

people-analytics-recruitment-and-selection

people-analytics-rstats

people-data-analysis

problems solving process using SQL on the Data Analysis for the HR analytics case study.

people_analytics

A collection of People Analytics projects

people_analytics-1

Application for workforce management - Forecasting voluntary separations

people_analytics_data_science

Book containing examples and frameworks for leveraging introductory data science methods in the People Analytics space

peopleanalytics-regression-book

Handbook of Regression Modeling in People Analytics

peopleanalytics2021

Coding Tutorials and Exercises for the 2021 People Analytics class at Berkeley Haas

peopleanalytics_turnover

[Project repo] On People Analytics for predicting employee turnover. (Employee Experience article included)

peopleanalyticsdata

Data sets used in Handbook of Regression Modeling in People Analytics by Keith McNulty

peopleanalyticsdata-1

People Analytics Datasets