Wiki Article · Cinematic

Machine Learning Deployment

Machine learning deployment ka matlab hai ek trained ML model ko production environment me daalna…

Overview

Machine Learning Deployment — Quick Facts

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Property: Detail

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Full Name: Machine Learning Deployment

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Also Known As: Model Serving, Model…

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Domain: AI / ML Engineering / MLOps

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Infobox

📚 | Property | Detail | |---|---| | Full Name | Machine Learning Deployment | | Also Known…

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Background — ML Deployment Kyun Zaroori Hai

💡 Model Without Deployment = Zero Business Value Chahe tumhara model 99.9% accurate ho —…

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Deployment Strategies

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Latency matter nahi karta? → Batch…

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Instant response chahiye? →…

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Privacy/offline zaroori? → Edge…

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Continuous data flow? → Streaming

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ML Deployment Pipeline

⭐ `mermaid flowchart TD A["Model Training<br>Trained model artifact<br>(pickle, ONNX,…

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Model Serving Architectures

🔑 Model-as-a-Service (API) Sabse common approach — model ko REST ya gRPC API ke peeche…

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Deployment Tools aur Platforms

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Simple API serving → BentoML,…

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Kubernetes environment → Seldon…

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Full cloud managed → SageMaker,…

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GPU-intensive → Triton Inference…

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Deployment Patterns

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Start with 2-5% traffic

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Key metrics monitor karo (latency,…

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Agar sab theek: 10% → 25% → 50% →…

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Agar kuch galat: instant rollback…

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Training-Serving Skew

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Feature computation different:…

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Data preprocessing different:…

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Feature availability: Training me…

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Time leakage: Training me future…

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Monitoring After Deployment

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Accuracy/precision/recall (jab…

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Prediction distribution — kya…

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Latency — response time badhna =…

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Error rate — failed predictions ka…

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Fayde (Benefits)

💡 1. Business Value Realization: Model production me = actual business impact — revenue,…

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Challenges

🎯 1. Infrastructure Complexity: Model serving ke liye containers, orchestration, load…

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Glossary

⭐ | Term | Meaning | |---|---| | Model Deployment | Trained ML model ko production…

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Disclaimer

🔑 Yeh article sirf educational aur informational purposes ke liye hai. ML deployment tools,…

Diagram

Visual Flow

📊 Diagram visualization — details in narration

Quiz — Question 1

Machine Learning Deployment ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

Machine Learning Deployment ka 'Full Name' kya hai?

Complete! 🎉

Machine Learning Deployment Complete!

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