Your Python Class Is a God Object (Hereโ€™s How to Fix It)

ArjanCodes ยท Beginner ยท๐Ÿ“ ML Fundamentals ยท5d ago
๐Ÿงฑ Build software that lasts. Join the Software Design Mastery waiting list โ†’ https://arjan.codes/mastery. This class looks cleanโ€ฆ until it quietly turns into a God object. In this video, I refactor a real Python example step by step, showing how one class slowly takes on too many responsibilities. From validation to data processing to model training. Then I break it apart into smaller, clearer pieces and introduce a simple rule of thumb for deciding what belongs in a class and what doesnโ€™t. ๐Ÿ”ฅ GitHub Repository: https://git.arjan.codes/2026/god. ๐ŸŽ“ ArjanCodes Courses: https://www.arjancodes.com/courses. ๐Ÿ’ฌ Join my Discord server: https://discord.arjan.codes. โŒจ๏ธ Keyboard Iโ€™m using: https://amzn.to/49YM97v. ๐Ÿ”– Chapters: 0:00 Intro 1:54 The Starting Point 4:10 Step 1: Move Validation Close to the Data 6:54 Step 2: Split Loading and Cleaning 8:02 Step 3: Split Feature Preparation Into Smaller Steps 9:06 Step 4: Move the Remaining Workflow Out of the Class 11:28 Step 5: Keep the Class for What Itโ€™s Good At 12:13 Why This Refactor Works 14:37 Final Thoughts #arjancodes #softwaredesign #python
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Chapters (9)

Intro
1:54 The Starting Point
4:10 Step 1: Move Validation Close to the Data
6:54 Step 2: Split Loading and Cleaning
8:02 Step 3: Split Feature Preparation Into Smaller Steps
9:06 Step 4: Move the Remaining Workflow Out of the Class
11:28 Step 5: Keep the Class for What Itโ€™s Good At
12:13 Why This Refactor Works
14:37 Final Thoughts
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