MLB Live Tracker

Want to know how likely your favorite MLB player is to win a game? This MLB Live Tracker lets you see predictions based on their wins over the past three years.

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This project was a big challenge for me, as I hadn't explored Vertex AI before and I'm not an expert in data analysis. However, I decided to take on this challenge.

This is a Vue.js application that allows baseball fans to know the predictions of players' chances of winning a game this season, based on information from games they won over the past three years. It also allows users to have detailed information about the player and see the upcoming games they will play in. In addition, users will have a calendar that will allow them to see all the games this season.

To build this application, I first structured the frontend through the Vue.js framework, then I extracted the player data, the games played and won in 2022, 2023 and 2024, and I also extracted the data to know if the player was part of the Top Performance with Python through Google Colab in CSV files. Later I prepared the environment in Vertex AI and trained the tabular model and implemented it in Vue.js.

I'm very proud to have been able to use Vertex AI as it is a little explored tool and of course I will continue using it for future opportunities. The next thing for MLB Live Tracker is to be able to predict how likely a player is to have home runs or get injured, as well as their remaining career time. It also seeks to have a notification system that allows users to receive news from their favorite players or teams.

Python code https://colab.research.google.com/drive/1RH5zKbsVnBkY6al8SRn_hEI4dDRG370O?usp=sharing

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