Skill Topic · Cinematic

🏗️ Topic 73: DS Project Structure!

⏮️ Previous: 72-Great-Expectations | ⏭️ Next: 74-Data-Ethics-Bias 📂 Section 10: Real-World DS…

Overview

🏗️ Topic 73: DS Project Structure! — Quick Facts

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Metric: Value

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Accuracy: xx%

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F1 Score: xx%

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AUC-ROC: xx%

Topic 1

🎯 Is Topic Me Kya Sikhenge?

📚 ` ╔══════════════════════════════════════════════════════════════╗ ║ 🏗️ DATA SCIENCE…

Topic 2

📌 Why Project Structure Matters?

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ BAD vs GOOD PROJECT…

Topic 3

1️⃣ Standard DS Project Structure (Cookiecutter)

🎯 ` my_ds_project/ │ ├── README.md ← Project overview + setup ├── LICENSE ← License type…

Topic 4

🐍 Full Python Class — DSProjectEngine

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Generate project structure

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Create config files

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Setup environment management

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Generate Makefile

Topic 5

Overview

🔑 Brief description of the project, problem statement, and approach.

Topic 6

Project Structure

✨ ` {self.project_name}/ ├── data/ # Data files (raw, processed) ├── notebooks/ # Jupyter…

Topic 7

Setup

🌟 `bash Clone git clone <repo-url> cd {self.project_name} Environment python -m venv .venv…

Topic 8

Usage

🚀 `bash Full pipeline make all Individual steps make data # Download + process data make…

Topic 9

Configuration

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Data paths and parameters

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Feature engineering options

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Model hyperparameters

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Training settings

Topic 10

Results

💡 | Metric | Value | |-----------|-------| | Accuracy | xx% | | F1 Score | xx% | | AUC-ROC…

Topic 11

License

🎯 MIT """ print(f"\n📝 README.md TEMPLATE:") print(readme) return readme #…

Topic 12

❓ Quiz Time! (5 MCQs)

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a) Directly modify karo

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b) Delete kar do processing ke baad

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c) Immutable rakhna chahiye (kabhi…

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d) Git me push karo

Quick Quiz

Quiz — Question 1

🏗️ Topic 73: DS Project Structure! ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🏗️ Topic 73: DS Project Structure! ka 'Accuracy' kya hai?

Complete! 🎉

🏗️ Topic 73: DS Project Structure! Complete!

Aliens School · HIEN · Cinematic Knowledge

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