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๐Ÿ”ฌ MLflow Advanced โ€” Deep Dive Into Tracking & Serving

MLOps Series #10 โ€” MLflow ke advanced features โ€” custom models, serving, aur deployment!โ€ฆ

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’ก MLflow Advanced Topics

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”‚ MLflow ADVANCED FEATURES:โ€ฆ
Topic 2
๐Ÿ”ฌ ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿงฉ Custom Models (PyFunc)

๐Ÿ”ฌ `python ============================================ MLflow Custom Model โ€” PyFuncโ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ“ฆ Model Signatures & Input Examples

๐Ÿ“ˆ `python ============================================ Model Signature โ€” Input/Outputโ€ฆ
Topic 4
๐Ÿงฎ

๐Ÿณ MLflow Model Serving

๐Ÿงฎ ` 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”‚ MLflow MODEL SERVINGโ€ฆ
Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ”„ MLflow Projects

๐ŸŽฒ ` 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”‚ MLflow PROJECTS โ€”โ€ฆ
Topic 6
โœจ

๐Ÿ” MLflow Search & Query API

๐Ÿ” `python ============================================ MLflow Search API โ€” Experimentsโ€ฆ
Topic 7
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ—๏ธ Production Architecture

๐Ÿค– ` 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”‚ MLflow PRODUCTIONโ€ฆ
Topic 8
โœจ

๐Ÿ’ป Python Example: Complete MLflow Pipeline

โš™๏ธ `python ============================================ Complete MLflow Pipeline โ€” End toโ€ฆ
Topic 9
โœจ

โ“ Quiz

๐Ÿ’ก

a) Python function

๐Ÿ”‘

b) Custom model wrapper โ€”โ€ฆ

โšก

c) PyTorch ka function

๐ŸŽฏ

a) Sirf dekne ke liye hai

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ”ฌ MLflow Advanced โ€” Deep Dive Into Tracking & Serving ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ”ฌ MLflow Advanced โ€” Deep Dive Into Tracking & Serving Complete!

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๐Ÿ”ฌ MLflow Advanced โ€” Deep Dive Into Tracking & Serving Complete

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