26. Preventing Data Leakage скачать в хорошем качестве

26. Preventing Data Leakage

In this video, we explore the critical concept of data leakage in machine learning and why it can silently destroy the integrity of your models. You'll learn how to spot common sources of leakage, understand its impact on model performance, and follow a hands-on example using the breast cancer dataset where we intentionally introduce and then fix a leaky workflow. We also demonstrate how to use best practices like data splitting and pipelines to ensure your model generalizes well to unseen data. Perfect for beginners and intermediate learners looking to build reliable ML pipelines. #EJDansu #Mathematics #Maths #MathswithEJD #Goodbye2024 #Welcome2025 #ViralVideos #machinelearning #datascience #dataleakage #mlpipeline #overfitting #python #scikitlearn #ai #modelvalidation #mlbestpractices ###################################################### Download the Jupyter Notebook file here: https://drive.google.com/drive/folder... ###################################################### -Feel very free to follow me on all channels: https://linktr.ee/ejdansu -Tech-relevant playlists: Basic Calculus    • Basic Calculus   Data Analysis with Python    • Data Analysis with Python   Game Theory    • Game Theory   Graph & Network Theory    • Graph & Network Theory   Linear Programming    • Linear Programming   Matrices    • Matrices   Numerical Analysis    • Numerical Analysis   Numerical Optimisation Techniques    • Numerical Optimisation Techniques   Probability    • Probability   Scientific Computing with Python    • Scientific Computing with Python   Set Theory    • Set Theory   SQL with Python    • SQL with Python   Statistics    • Statistics   Vectors    • Vectors