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Feb 18 路 5 min read 路 Week 18: My First Steps Into Tree-Based Algorithms What I Learned About Decision Trees and Random Forests I'm writing this after finishing Week 18, and honestly? My brain is full of trees. Not the green leafy kind鈥攖he kind that ask questions, make d...
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Feb 8 路 6 min read 路 Lavender for KNN Calm The clock struck past 10 Pm as I lit the first candle鈥攍avender, known for calm and clarity. The soft purple glow reflected off my laptop screen as I opened Task 1: K-Nearest Neighbors. The lavender scent filled my study, helping...
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Jan 30 路 5 min read 路 The Setup: 6 Datasets That Told the Truth This week wasn't theoretical. It was six concrete CSV files, 18 features, and 1,420 rows that forced me to confront machine learning's dirty secret: accuracy is often a lie. Phase 1: The 20-Row Illusion (12 ...
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Jan 20 路 10 min read 路 How I struggled, debugged, and finally mastered Polynomial, SVR, and Decision Tree Regression 馃搶 Introduction Welcome to my Week 15 learning journey in Advanced Regression Techniques! As part of my machine learning specialization, this week was all ...
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Dec 23, 2025 路 11 min read 路 Part 1: Confronting the Void - When Data Goes Missing Let me start by confessing: I used to panic at missing data. Those dreaded NaN values felt like potholes in my data highway, forcing me to either swerve dangerously or come to a complete halt. Wee...
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