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Skill Topic ยท Cinematic

๐Ÿงช Testing ML Systems โ€” Quality Assurance for Models

MLOps Series #35 โ€” Traditional testing + ML-specific testing = Robust ML system! Unit tests seโ€ฆ

Overview
๐ŸŒŸ

๐Ÿงช Testing ML Systems โ€” Quality Assurance for Models โ€” Quick Facts

๐Ÿ“Œ

Test Type: What Tests

๐ŸŽฏ

Unit: Functions, transformers

โšก

Data Schema: Column types, ranges

๐Ÿ”‘

Data Quality: Nulls, duplicates, outliers

Topic 1
โœจ

๐Ÿ’ก ML Testing Kya Hai?

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”€โ” โ”‚ โ”‚ โ”‚ Traditional Softwareโ€ฆ
Topic 2
โœจ

๐Ÿ“Š ML Test Types

๐Ÿ”ฌ | Test Type | What Tests | Tools | When | |-----------|-----------|-------|------| | Unitโ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ’ป ML Testing Framework

๐Ÿ“ˆ `python ============================================ ML Testing Framework โ€” Completeโ€ฆ
Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Same hai

๐Ÿ”‘

b) ML me code ke saath dataโ€ฆ

โšก

c) ML me testing nahi hoti

๐ŸŽฏ

a) Code bugs

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿงช Testing ML Systems โ€” Quality Assurance for Models ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿงช Testing ML Systems โ€” Quality Assurance for Models ka 'Unit' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿงช Testing ML Systems โ€” Quality Assurance for Models Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿงช Testing ML Systems โ€” Quality Assurance for Models Complete

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