Implement AI-Based LeetCode Contest Rating Predictor

[Sagargupta16]

Feature Request

Summary:
The aim is to develop a new page in our repository that focuses on predicting the increment or decrement of a user's LeetCode contest rating. This page should offer a simple yet powerful AI-based tool to forecast rating changes based on historical data and contest performance trends.

Detailed Description:

• Functionality: The page should allow users to input their LeetCode username, after which the system will predict whether their rating is likely to increase or decrease in the upcoming contests.
• Technology: The prediction should be made using advanced AI techniques, possibly involving Neural Networks, to analyze past contest data and performance metrics.
• User Interface: The interface should be clean and intuitive, requiring minimal input (just the username) and displaying the prediction in an easy-to-understand format.
• Data Sources: The system will need to fetch and process user data from LeetCode, which may include past contest scores, problem-solving accuracy, speed, and other relevant metrics.
• Accuracy and Learning: The prediction model should be designed to improve over time, learning from new data to enhance its accuracy.

Goals:

1. To provide LeetCode users with a tool to gauge their potential rating changes, aiding them in preparing better for contests.
2. To utilize and showcase the capabilities of AI, particularly Neural Networks, in the field of predictive analysis.

Impact:
This feature will not only enhance the user experience by providing valuable insights but also demonstrate the practical application of AI in educational and competitive platforms.

Additional Notes:

• This feature aligns with our goal of integrating more AI-based tools into our platform.
• We need to ensure compliance with any data usage policies set by LeetCode.

Looking forward to the team's thoughts on this proposal!