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https://github.com/rupav/fifa17-detailed-analysis
⚽ FIFA 17 data analysis using various Machine Learning Algorithms. ⚽
https://github.com/rupav/fifa17-detailed-analysis
data-analysis data-visualization fifa17 machine-learning-algorithms radar-chart
Last synced: 8 days ago
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⚽ FIFA 17 data analysis using various Machine Learning Algorithms. ⚽
- Host: GitHub
- URL: https://github.com/rupav/fifa17-detailed-analysis
- Owner: rupav
- License: gpl-3.0
- Created: 2017-12-15T17:49:46.000Z (almost 7 years ago)
- Default Branch: master
- Last Pushed: 2017-12-15T18:21:49.000Z (almost 7 years ago)
- Last Synced: 2024-08-09T04:34:59.703Z (3 months ago)
- Topics: data-analysis, data-visualization, fifa17, machine-learning-algorithms, radar-chart
- Language: Jupyter Notebook
- Homepage: https://www.kaggle.com/rupavj/fifa-17-detailed-analysis/notebook
- Size: 8.49 MB
- Stars: 1
- Watchers: 2
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# FIFA17-Detailed-Analysis-
FIFA 17 data analysis using various Machine Learning Algorithms. Checkout [My Submission on Kaggle](https://www.kaggle.com/rupavj/fifa-17-detailed-analysis/notebook).
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**Data Analysis**
**Data Visualization**
* Top Player Analysis using RadarChart
* Correlation using HeatMap
* Attribute analysis using count Plot
* Seaborn color palettes usage
**Data Cleaning Techniques used**
* LinearRegression
* Support Vector Machines
* SVR
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This repository is made to extend the work on this dataset.
Few Observations to know from analysis:
* Linear Regression found to be a good model to predict Rating with score of 0.84
* As you can see below, **Messi's** Radar Chart is almost inscribed inside other two's charts. Sorry Messi Fans.
**Eden Hazard** Chart's as can be seen, is comparable with **Cristiano Ronaldo**. Yayyyy! No wonder why Zinedine Zidane want Hazard to join Real Madrid!
