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Kushal997-das / Project-Guidance

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Title: Enhancement of IPL Data Analysis for Deeper Insights and Advanced Visualizations #1284

Open bhanushri12 opened 1 week ago

bhanushri12 commented 1 week ago

Is your feature request related to a problem? Please describe.

The current approach to analyzing IPL data provides valuable insights but lacks depth in statistical analysis and advanced visualization. The existing analysis primarily uses basic visualizations and does not fully leverage machine learning models or interactive tools, which could provide more detailed and actionable insights. This limitation affects our ability to make data-driven decisions and recommendations.

Describe the solution you'd like.

Proposed Solution: Advanced Visualizations: Incorporate correlation heatmaps and pair plots to identify relationships between variables. Use heatmaps to visualize the correlation between different match factors. Create pair plots to explore the relationships between various performance metrics. Statistical Tests: Implement chi-square tests to assess the impact of toss decisions on match outcomes. Feature Engineering: Create new features like 'home advantage' to enhance the analysis. Machine Learning Models: Build decision tree models to identify critical factors influencing match outcomes. Use clustering analysis (e.g., K-Means) to group teams based on performance metrics. Interactive Dashboards: Develop interactive dashboards using tools like Tableau or Plotly Dash for dynamic data exploration. Deeper Player Analysis: Analyze successful batting partnerships and their contributions to team performance.

Describe alternatives you've considered.

Alternatives Considered: Manual Analysis: Continuing with the current manual analysis approach, which lacks depth and scalability. Basic Statistical Methods: Applying only basic statistical methods without using machine learning models or interactive tools, which may provide limited insights.

Add any other context or screenshots about the feature request here.

No response

github-actions[bot] commented 1 week ago

@bhanushri12

It's great having you contribute to this project

Thanks for opening this Issue 🙌 , Welcome to Project Guidance 💖 We will review everything and get back to you.
Make sure to give a star to this repo before making a fork! Thank you :)

bhanushri12 commented 1 week ago

@Kushal997-das can I be assigned this?