๐โ๐๐๐๐ ๐ผ๐ง๐๐ฃ๐ช๐ ๐๐๐,
๐I am delighted to share that, I deployed๐ ๐๐ฆ ๐๐๐๐ ๐ก project as a website. I've always thought that deployment is a very difficult process and I can't make it. But now after my first deployment, everything seems easy.
๐๐ฃ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐ : ๐๐ฅ ๐๐ป๐ฎ๐น๐๐๐ฒ๐ฟ HR Analyzer is data analytics mini project created using logistic regression.
๐ฏ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด: โด ๐ ๐๐ ๐ฒ๐จ๐ฎ ๐ฐ๐๐ง๐ญ ๐ญ๐จ ๐๐จ ๐ฌ๐จ๐ฆ๐๐ญ๐ก๐ข๐ง๐ ๐ญ๐ก๐๐ง ๐๐จ๐ง'๐ญ ๐ญ๐ก๐ข๐ง๐ค ๐๐ง๐ ๐๐ซ๐๐๐ญ๐ ๐ฎ๐ง๐ง๐๐๐๐ฌ๐ฌ๐๐ซ๐ฒ ๐๐ก๐๐จ๐ฌ, ๐ฃ๐ฎ๐ฌ๐ญ ๐ ๐จ ๐๐จ๐ซ ๐ข๐ญ. ๐ โด
๐ค๐๐ซ๐จ๐๐ฅ๐๐ฆ ๐๐ญ๐๐ญ๐๐ฆ๐๐ง๐ญ: A client is a large MNC and they have 9 broad verticals across the organization. One of the problem client is facing is around identifying the right people for promotion and prepare them in time. Currently the process, they are following is lengthy and hectic, this leads to delay in transition to their new roles. Hence, company needs our help in identifying the eligible candidates at a particular checkpoint so that they can expedite the entire promotion cycle. They have provided multiple attributes around Employee's past and current performance along with demographics. Now, The ๐๐ฎ๐๐ธ is to predict whether a potential promote at checkpoint in the test set will be promoted or not after the evaluation process.
๐ก๐ฆ๐ผ๐น๐๐๐ถ๐ผ๐ป: https://lnkd.in/dJEDMAsH
๐๐๐๐ญ๐๐ฌ๐๐ญ ๐๐๐ฌ๐๐ซ๐ข๐ฉ๐ญ๐ข๐จ๐ง๐
๐๐๐๐ - Name of employee
๐
๐๐๐๐๐๐๐๐๐ - Department of employee
๐๐๐๐๐๐ - Region of employment
๐๐
๐๐๐๐๐๐๐ - Education Level
๐๐๐๐
๐๐ - Gender of Employee
๐๐๐๐๐๐๐๐๐๐๐ ๐๐๐๐๐๐๐- Channel of recruitment
๐๐ ๐๐ ๐๐๐๐๐๐๐๐๐ - no of other trainings completed in previous year on soft skills, technical skills etc.
๐๐๐ - Age of Employee
๐๐๐๐๐๐๐๐ ๐๐๐๐ ๐๐๐๐๐๐ - Employee Rating for the previous year
๐๐๐๐๐๐ ๐๐ ๐๐๐๐๐๐๐ - Length of service in years
๐ฒ๐ท๐ฐ๐ ๐๐๐ >80% - if Percent of KPIs >80% then 1 else 0
๐๐๐๐๐
๐ ๐๐๐? - if awards won during previous year then 1 else 0
๐๐๐ ๐๐๐๐๐๐๐๐ ๐๐๐๐๐ - Average score in current training evaluations
๐จโ๐ป๐ป๐๐๐๐๐๐๐๐๐๐๐/๐ณ๐๐๐๐๐๐๐๐: Python, Flask, Logistic Regression, Data Analytics, HTML, CSS, Git, Heroku, etcc
๐๐ณ๐๐๐๐๐๐๐๐ ๐๐๐ ๐๐๐๐๐๐๐๐ ๐๐๐ ๐ด๐ณ: numpy, pandas, scipy.stats, seaborn, matplotlib, sklearn, etc
๐ฅ๏ธ๐ซ๐๐๐๐๐๐๐ ๐๐ : Heroku