https://github.com/niteshchawla/jamboree-linearregression
Analysis will help Jamboree in understanding what factors are important in graduate admissions and how these factors are interrelated among themselves. It will also help predict one's chances of admission given the rest of the variables.
https://github.com/niteshchawla/jamboree-linearregression
lasso-regression linear-regression machine-learning mean-square-error ols-regression r2-score ridge-regression scaling-methods sklearn statsmodels train-test-using-sklearn variance-inflation-factor
Last synced: about 1 month ago
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Analysis will help Jamboree in understanding what factors are important in graduate admissions and how these factors are interrelated among themselves. It will also help predict one's chances of admission given the rest of the variables.
- Host: GitHub
- URL: https://github.com/niteshchawla/jamboree-linearregression
- Owner: Niteshchawla
- Created: 2024-06-28T10:36:24.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2024-06-28T10:38:08.000Z (almost 2 years ago)
- Last Synced: 2025-02-28T00:16:12.905Z (over 1 year ago)
- Topics: lasso-regression, linear-regression, machine-learning, mean-square-error, ols-regression, r2-score, ridge-regression, scaling-methods, sklearn, statsmodels, train-test-using-sklearn, variance-inflation-factor
- Language: Jupyter Notebook
- Homepage:
- Size: 1 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Jamboree-LinearRegression
Context
Jamboree has helped thousands of students like you make it to top colleges abroad. Be it GMAT, GRE or SAT, their unique problem-solving methods ensure maximum scores with minimum effort.
They recently launched a feature where students/learners can come to their website and check their probability of getting into the IVY league college. This feature estimates the chances of graduate admission from an Indian perspective.
How can you help here?
Your analysis will help Jamboree in understanding what factors are important in graduate admissions and how these factors are interrelated among themselves. It will also help predict one's chances of admission given the rest of the variables.
Dataset:
Dataset Link: jamboree_admission.csv
Column Profiling:
Serial No. (Unique row ID)
GRE Scores (out of 340)
TOEFL Scores (out of 120)
University Rating (out of 5)
Statement of Purpose and Letter of Recommendation Strength (out of 5)
Undergraduate GPA (out of 10)
Research Experience (either 0 or 1)
Chance of Admit (ranging from 0 to 1)
Concept Used:
Exploratory Data Analysis
Linear Regression