Nov 10, 2025 · 2 min read · Hey everyone 👋 Dhairya here, After exploring Random Forest and AdaBoost yesterday, today I took a deeper dive into Gradient Boosting and XGBoost — algorithms that form the backbone of many Kaggle-winning solutions. These models are all about learnin...
Join discussionOct 19, 2025 · 2 min read · For week 4, the instructors at Dataraflow decided it would be in our best interest to step away from writing code and logic for a week to give a proper introduction to the amount of research that goes into solving problems as a Data Scientist. This i...
Join discussionOct 9, 2025 · 2 min read · 📖 Gradient Boosting is a next-level ensemble learning method that improves prediction accuracy by training models sequentially — each new tree fixes the errors of the previous one. Popular versions like XGBoost, LightGBM, and CatBoost are widely use...
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Sep 18, 2025 · 45 min read · 1. Mở đầu Trong thời đại dữ liệu ngày càng lớn và phức tạp, Machine Learning trở thành công cụ mạnh mẽ giúp dự đoán, phân loại và ra quyết định thông minh. Một trong những thuật toán cơ bản và phổ biến là Decision Tree (DT), dễ hiểu và trực quan, như...
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Jul 30, 2025 · 7 min read · XGBoost → a GBM but a faster version!! XGBoost is an upgraded, battle-hardened, production-ready version of Gradient Boosting. Just imagine: GBM is a smart but slow marathon runner. XGBoost is that same runner after years of training, with rocket s...
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Jul 19, 2025 · 3 min read · ✅ Introduction Gradient Boosting is one of the most powerful ensemble learning techniques in modern machine learning. It builds a strong predictive model by combining multiple weak learners — usually decision trees — in a sequential manner, where eac...
Join discussionApr 28, 2025 · 7 min read · Not everything perfect happens in the first attempt itself, Right? There might be mistakes on each and every step to the perfection. Correcting those mistakes eventually will lead to your success. This concept is something that revolves around our to...
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Feb 14, 2025 · 38 min read · Introduction Employee attrition is one of the major problems that every organization faces, regardless of the sector. It refers to the lifecycle of an organization’s workforce and is an inevitable part of any business. It is defined as the process by...
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Dec 8, 2024 · 13 min read · Introduction Diabetes mellitus is a significant global health challenge, affecting millions of people every year. Early detection and prediction are critical for timely intervention and effective management. This project leverages machine learning (M...
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Oct 26, 2024 · 3 min read · Structure Introduction The Mission Building the NLP Pipeline Regression Modelling Project Pipeline and Future Scope Conclusion Introduction Being involved in music and machine learning, I have always been intrigued by the integration of these...
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