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0:29
YouTube
Chain
🔍 Understanding CatBoost Classification The Best Boosting Algorithm for Categorical Data
Hi Everyone ! CatBoost is a Supervised Learning Algorithm that enhances gradient boosting by handling categorical features natively, making it one of the best models for customer segmentation, recommendation systems, and business analytics. 📊 What is CatBoost Classification? CatBoost improves Gradient Boosting by: Eliminating the need for ...
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CatBoost Vs XGBoost
After Mastering CatBoost vs XGBoost, Meet Your New Obsession: Cyclic Boosting (The Algorithm That Thinks Like a Jazz Musician)
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6 months ago
0:07
Coding | Notes | Jobs on Instagram: "🧠 Top Python Libraries You MUST Learn in 2025 🚀 ✨ For Data Science: NumPy • Pandas • Matplotlib • SciPy • Seaborn • Plotly • Bokeh • Dask 🤖 For Machine Learning: Scikit-learn • TensorFlow • PyTorch • Keras • LightGBM • XGBoost • CatBoost • Hugging Face Transformers 🧬 For Generative AI: GLM-PyTorch • Pyro • NeRF • StyleGAN • JAX • DALLE-2 • Flax • Imagen Master these to dominate AI, ML, and Data Science in 2025 🔥 Follow 👉 @coders.well --- Keywords: [pyth
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🚀 Excited to share my latest machine learning project: Bank Customer Churn Prediction! I've built a comprehensive ML pipeline that predicts which bank customers are likely to churn with 87% accuracy using: 🔹 **Algorithms Used:** LightGBM, XGBoost, CatBoost 🔹 **Key Features:** Age, Balance, Geography, Activity Status 🔹 **Performance:** 0.872 ROC-AUC Score **Key Insights:** • German customers have 32% higher churn rate • Inactive members are 2.5x more likely to leave • Customers with 2 product
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