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Skill Topic ยท Cinematic

๐Ÿ”€ Data Pipelines โ€” ETL/ELT for ML

MLOps Series #14 โ€” Data Pipelines se raw data ko ML-ready banao! Production ML ka first step =โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ”€ Data Pipelines โ€” ETL/ELT for ML โ€” Quick Facts

๐Ÿ“Œ

Tool: Type

๐ŸŽฏ

Apache Airflow: Batch

โšก

Prefect: Batch/Stream

๐Ÿ”‘

Dagster: Batch

Topic 1
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ’ก Data Pipelines Kya Hain?

๐Ÿ“Š ` 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”‚ DATA PIPELINE = Data kaโ€ฆ
Topic 2
โœจ

๐Ÿ”„ Batch vs Streaming

๐Ÿ”ฌ ` 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”‚ BATCH PROCESSING: โ”‚ โ”‚โ€ฆ
Topic 3
โœจ

๐Ÿ“Š Pipeline Tools Comparison

๐Ÿ“ˆ | Tool | Type | Best For | Learning Curve | Scale |โ€ฆ
Topic 4
๐Ÿงฎ

๐Ÿ’ป Python Data Pipeline โ€” Complete Example

๐Ÿงฎ `python ============================================ ML Data Pipeline โ€” Production Gradeโ€ฆ
Topic 5
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

โ“ Quiz

๐Ÿ’ก

a) Dono same hain

๐Ÿ”‘

b) ETL me transform BEFORE loadโ€ฆ

โšก

c) ETL naya hai, ELT puraana

๐ŸŽฏ

a) Real-time fraud detection me

Comparison
โœจ

๐Ÿ“Š Pipeline Tools Comparison

โš–๏ธ

Apache Airflow: Batch

โš–๏ธ

Prefect: Batch/Stream

โš–๏ธ

Dagster: Batch

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ”€ Data Pipelines โ€” ETL/ELT for ML ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ”€ Data Pipelines โ€” ETL/ELT for ML ka 'Apache Airflow' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ”€ Data Pipelines โ€” ETL/ELT for ML Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

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