ক্লাস 19 | Hyperparameter Tuning – Part 2 | XGBoost, LightGBM & CatBoost Hyperparameter Tuning

Welcome to 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 & 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴. This is the 19th live class of our completely hands-on and practical Data Science & Machine Learning programme. 𝗧𝗼𝗽𝗶𝗰 𝗖𝗼𝘃𝗲𝗿𝗲𝗱 ✔ 𝗛𝘆𝗽𝗲𝗿𝗽𝗮𝗿𝗮𝗺𝗲𝘁𝗲𝗿 𝗧𝘂𝗻𝗶𝗻𝗴 — 𝗣𝗮𝗿𝘁 𝟮 📚 𝗜𝗻 𝘁𝗵𝗶𝘀 𝘃𝗶𝗱𝗲𝗼, 𝘄𝗲 𝗰𝗼𝘃𝗲𝗿𝗲𝗱: ✔ Understanding the difference between Parameters and Hyperparameters ✔ Review of Hyperparameter Tuning concepts ✔ Understanding XGBoost Hyperparameter Tuning ✔ Understanding LightGBM Hyperparameter Tuning ✔ Understanding CatBoost Hyperparameter Tuning ✔ Finding the best hyperparameter combinations for boosting models ✔ Understanding the role of learning_rate ✔ Understanding the role of max_depth ✔ Understanding the role of n_estimators ✔ Understanding the role of subsample ✔ Understanding the role of num_leaves (LightGBM) ✔ Understanding the role of feature_fraction and bagging_fraction ✔ Comparing hyperparameters across XGBoost, LightGBM & CatBoost ✔ Understanding how different hyperparameter values affect model performance ✔ Hands-on, step-by-step practical explanation using a real-world Customer Churn dataset 𝗧𝗵𝗶𝘀 full 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗲 𝗰𝗼𝘃𝗲𝗿𝘀 ✔ Python for Data Science ✔ Data Cleaning ✔ Data Analysis ✔ Data Preprocessing ✔ Exploratory Data Analysis (EDA) ✔ Data Visualization ✔ Statistical Analysis ✔ Feature Engineering ✔ Machine Learning Models ✔ Advanced Machine Learning Models ✔ Hyperparameter Tuning ✔ Model Evaluation ✔ Real-world Machine Learning Projects ✔ Model Deployment ✔ Practical Workflow & Guidance ✔ Hands-on Learning Style ✔ Live Step-by-Step Learning System 🎯 This programme is designed with a 𝗽𝗿𝗼𝗷𝗲𝗰𝘁-𝗯𝗮𝘀𝗲𝗱 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄, enabling learners to understand the complete 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 & 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗽𝗶𝗽𝗲𝗹𝗶𝗻𝗲—from 𝗿𝗮𝘄 𝗱𝗮𝘁𝗮 to 𝗺𝗼𝗱𝗲𝗹 𝗱𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁. 🖥️ Conducted through 𝗭𝗼𝗼𝗺 𝗟𝗶𝘃𝗲 𝗖𝗹𝗮𝘀𝘀 📩 𝗙𝗼𝗿 𝗮𝗱𝗺𝗶𝘀𝘀𝗶𝗼𝗻 𝗼𝗿 𝗰𝗼𝘂𝗿𝘀𝗲 𝗶𝗻𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻: WhatsApp: 01922232000 Email: saiful.bfri@gmail.com 🔔 𝗦𝘂𝗯𝘀𝗰𝗿𝗶𝗯𝗲 for more 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 & 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 learning content. #DataScience #MachineLearning #HyperparameterTuning #XGBoost #LightGBM #CatBoost #GradientBoosting #ModelOptimization #Hyperparameters #ScikitLearn #PythonForDataScience #MachineLearningCourse #DataScienceCourse #CustomerChurn #ModelEvaluation #Python #AI #HandsOnLearning #DataScienceBD #BanglaTutorial #MLTutorial