Wiki Article · Cinematic

Deep Learning Deployment

Deep learning deployment ka matlab hai ek trained ML model ko production environment me le jaana…

Overview

Deep Learning Deployment — Quick Facts

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Property: Detail

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Name: Deep Learning Deployment

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Category: AI/ML Engineering, MLOps, Model…

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Type: Production Engineering Practice

Topic 1

Infobox

🧠 | Property | Detail | |---|---| | Name | Deep Learning Deployment | | Category | AI/ML…

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Training vs Deployment — The Gap

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Training = Recipe lab me test…

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Deployment = Restaurant me serve…

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Mermaid Diagram — Deployment Pipeline

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Linear pipeline with feedback loop…

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Optimization critical hai — bina…

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Packaging = reproducibility ensure…

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Model Optimization Techniques

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Always before production…

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Mobile/edge = aggressive…

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Cloud server = moderate…

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Deployment Targets

💡 | Target | Description | Constraints | When to Use | Example | |---|---|---|---|---| |…

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Serving Modes

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User directly waiting → Real-time.

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Scheduled bulk processing → Batch.

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Continuous data flow → Streaming.

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Many systems use combination —…

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Deployment Strategies

🔮 | Strategy | How It Works | Risk Level | When to Use | |---|---|---|---| | Blue-Green | 2…

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Monitoring in Production

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Data drift: Real world change hoti…

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Concept drift: Relationship…

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Solution: Continuous monitoring +…

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Tools & Frameworks

🧠 | Tool | What It Does | Best For | By | |---|---|---|---| | TensorFlow Serving | TF…

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Common Challenges

🔗 | Challenge | Problem | Typical Solution | |---|---|---| | Model too large | GB-size…

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Common Mistakes

⚡ | Mistake | Problem | Solution | |---|---|---| | Deploy without optimization | Raw…

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Best Practices

📊 1. Optimize BEFORE deploy. Quantization + pruning minimum. Raw training model directly…

Comparison

Training vs Deployment — The Gap

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Goal: Best accuracy/performance achieve…

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Hardware: Powerful GPUs, unlimited time

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Data: Static dataset — fixed, labeled

Diagram

Visual Flow

📊 Diagram visualization — details in narration

Quiz — Question 1

Deep Learning Deployment ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

Deep Learning Deployment ka 'Name' kya hai?

Complete! 🎉

Deep Learning Deployment Complete!

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