Forward Selection vs Backward Elimination vs RFE | Which Wins for breast cancer dataset? скачать в хорошем качестве

Forward Selection vs Backward Elimination vs RFE | Which Wins for breast cancer dataset?

Learn how wrapper feature selection methods work through a practical machine learning project using the Breast Cancer dataset. In this tutorial, we implement Forward Selection, Backward Elimination, and Recursive Feature Elimination (RFE) to identify the most important features that improve model performance. This hands-on example demonstrates how wrapper methods evaluate different feature subsets using a predictive model to select the best combination for accurate classification. --- 💻 Source Code & Notebooks: https://github.com/edumentordeepti/Fo... --- ⏱️Chapter/TimeStamp⏱️ 00:00 - intro 00:49 - how to import libraries for breast cancer dataset? 02:49 - how to fetch top 5 rows of dataset? 04:23 - how to get independent and target features? 05:31 - how to invoke base model? 06:00 - how to invoke forward selection method and get best features? 09:00 - how to invoke backward elimination method and get best features? 10:59 - how to invoke rfe method and get best features? 12:00 - how to compare forward, backward and rfe? 12:36 - how to compare forward, backward and rfe in a table? 14:06 - how to summarize forward, backward and rfe with a plot? 16:01 - outro --- ▶️ Channel Link : https://www.youtube.com@EduMentorDeepti 📚 Playlists: ▶️ Complete AI and ML: https://www.youtube.complaylistlist=PLJHzgC_PCyXx3KWBK_P4hi_-BNEryZc2m ▶️ Machine Learning: https://www.youtube.complaylistlist=PLJHzgC_PCyXytx6o8Rm62PR_qkQZC2t0g ▶️ Data Science: https://www.youtube.complaylistlist=PLJHzgC_PCyXxe4v_H2iuC6hSWBfs6BsNJ ▶️ Python for AI: https://www.youtube.complaylistlist=PLJHzgC_PCyXyLv-DeF4kpBFgrvHhWUm5j --- ✉️ Email Us – edofficialac@gmail.com --- #machinelearning #datascience #featureselection #wrappermethod #forwardselection #backwardelimination #rfe #recursivefeatureelimination #breastcancerdataset #classification #mlproject #pythonmachinelearning #scikitlearn #datapreprocessing #modeloptimization #edumentordeepti #edumentor #deepti --- DISCLAIMER This video is created for educational purposes only. We do not own any copyrights, all code, resources shared are for learning only and all rights go to their respective owners. Please respect licenses and terms of use when implementing in your projects. The usage is non-commercial and we do not make any profit from it. The sole purpose of this vides is to Learn & Grow... together in the field of Artificial Intelligence and Machine Learning..