UppuluriKalyani / ML-Nexus

ML Nexus is an open-source collection of machine learning projects, covering topics like neural networks, computer vision, and NLP. Whether you're a beginner or expert, contribute, collaborate, and grow together in the world of AI. Join us to shape the future of machine learning!
https://discord.gg/n2D4RqnU
MIT License
53 stars 96 forks source link

Add new project IPL Score Predictor using Deep Learning #590

Closed karthikyandrapu closed 17 minutes ago

karthikyandrapu commented 4 hours ago

IPL Score Predictor using Deep Learning

Is your feature request related to a problem? Please describe.
Currently, there is no effective way to predict the score of an IPL cricket match based on real-time factors like venue, batting team, bowling team, striker, and bowler. This feature would help cricket enthusiasts and analysts gain insights into match outcomes as the game progresses.

Describe the solution you'd like
Develop a deep learning-based IPL score predictor that uses real-time data inputs, including venue, teams, and player specifics, to generate a predicted score for an ongoing match. The predictor would analyze historical data to identify patterns and provide an estimated score.

Describe alternatives you've considered
Alternative solutions include:

  1. A statistical regression model that relies on simpler statistical methods rather than deep learning.
  2. A machine learning model like Random Forest or XGBoost that could offer faster predictions with potentially less accuracy than a deep learning model.

Approach to be followed (optional)

  1. Gather and preprocess historical IPL match data, including match venues, teams, players, and scores.
  2. Build a deep learning model with layers that can handle both categorical (e.g., team names) and numerical data.
  3. Train the model using historical match data to predict scores based on similar scenarios.
  4. Validate and test the model's accuracy using real-time match data.
  5. Deploy the model for public use via a command-line interface or web app.
github-actions[bot] commented 4 hours ago

Thanks for creating the issue in ML-Nexus!🎉 Before you start working on your PR, please make sure to:

github-actions[bot] commented 4 hours ago

Thanks for raising this issue! However, we believe a similar issue already exists. Kindly go through all the open issues and ask to be assigned to that issue.

karthikyandrapu commented 4 hours ago

@UppuluriKalyani , I couldn't find any similar projects.

github-actions[bot] commented 17 minutes ago

Hello @karthikyandrapu! Your issue #590 has been closed. Thank you for your contribution!