- This is the project I completed through the IBM Data Science Professional Certificate Program on Coursera, where I aimed to create a model to predict the outcome of SpaceX Falcon-9 rocket launches.
- See the presentation in PDF or PPTX formats in the related files.
- Explore the notebooks where data collection, data cleaning, data processing, data analysis, training of machine learning models, and predictions are coded.
- I created a Plotly dashboard for better data visualizations and deployed it using Render. Check it here. (It may have some delay.)
- The model correctly predicted the outcome of the launch on May 18, 2024. Despite this, given the vast amount of data, it is important to acknowledge that the model's performance may still require improvements. This data includes 95 launches from June 2010 to november 2020 but in fact there are 335 launches to date.
- The model has an 89% precision for positive cases with a 67% recall.
- The available open-source data provides opportunities for further study and improvements.
- Expanding the project to include more data and exploring other classification or regression projects with a broader scope could be a good choice.