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Skill Topic ยท Cinematic

๐Ÿ—๏ธ Topic 73: DS Project Structure!

โฎ๏ธ Previous: 72-Great-Expectations | โญ๏ธ Next: 74-Data-Ethics-Bias ๐Ÿ“‚ Section 10: Real-World DSโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ—๏ธ Topic 73: DS Project Structure! โ€” Quick Facts

๐Ÿ“Œ

Metric: Value

๐ŸŽฏ

Accuracy: xx%

โšก

F1 Score: xx%

๐Ÿ”‘

AUC-ROC: xx%

Topic 1
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐ŸŽฏ Is Topic Me Kya Sikhenge?

๐Ÿ“š ` โ•”โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•— โ•‘ ๐Ÿ—๏ธ DATA SCIENCEโ€ฆ
Topic 2
โœจ

๐Ÿ“Œ Why Project Structure Matters?

๐Ÿ’ก ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ BAD vs GOOD PROJECTโ€ฆ
Topic 3
๐Ÿ”’

1๏ธโƒฃ Standard DS Project Structure (Cookiecutter)

๐ŸŽฏ ` my_ds_project/ โ”‚ โ”œโ”€โ”€ README.md โ† Project overview + setup โ”œโ”€โ”€ LICENSE โ† License typeโ€ฆ
Topic 4
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ Full Python Class โ€” DSProjectEngine

๐Ÿ’ก

Generate project structure

๐Ÿ”‘

Create config files

โšก

Setup environment management

๐ŸŽฏ

Generate Makefile

Topic 5
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

Overview

๐Ÿ”‘ Brief description of the project, problem statement, and approach.
Topic 6
โœจ ๐Ÿ“Š ๐Ÿ”ฌ

Project Structure

โœจ ` {self.project_name}/ โ”œโ”€โ”€ data/ # Data files (raw, processed) โ”œโ”€โ”€ notebooks/ # Jupyterโ€ฆ
Topic 7
๐Ÿ”’

Setup

๐ŸŒŸ `bash Clone git clone <repo-url> cd {self.project_name} Environment python -m venv .venvโ€ฆ
Topic 8
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

Usage

๐Ÿš€ `bash Full pipeline make all Individual steps make data # Download + process data makeโ€ฆ
Topic 9
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

Configuration

๐Ÿ’ก

Data paths and parameters

๐Ÿ”‘

Feature engineering options

โšก

Model hyperparameters

๐ŸŽฏ

Training settings

Topic 10
๐Ÿ’ก ๐Ÿ“Š ๐Ÿ”ฌ

Results

๐Ÿ’ก | Metric | Value | |-----------|-------| | Accuracy | xx% | | F1 Score | xx% | | AUC-ROCโ€ฆ
Topic 11
โœจ

License

๐ŸŽฏ MIT """ print(f"\n๐Ÿ“ README.md TEMPLATE:") print(readme) return readme #โ€ฆ
Topic 12
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

โ“ Quiz Time! (5 MCQs)

๐Ÿ’ก

a) Directly modify karo

๐Ÿ”‘

b) Delete kar do processing ke baad

โšก

c) Immutable rakhna chahiye (kabhiโ€ฆ

๐ŸŽฏ

d) Git me push karo

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ—๏ธ Topic 73: DS Project Structure! ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ—๏ธ Topic 73: DS Project Structure! ka 'Accuracy' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ—๏ธ Topic 73: DS Project Structure! Complete!

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