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💰 Topic 08: LLM Economics — Cost, Tokens, Pricing

Course: LLM Engineering — Hinglish Section: 1 — LLM Foundations Level: Beginner → Intermediate…

Overview

💰 Topic 08: LLM Economics — Cost, Tokens, Pricing — Quick Facts

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⬅️ Previous: 📚 Index

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[07-LLM-Landscape.md](07-LLM-Landscape.md): 00-Index.md

Topic 1

📌 Objectives

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LLM costs ka complete breakdown…

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Token pricing models compare karna

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Cost optimization strategies…

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Self-hosted vs API cost analysis

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🧠 1. LLM Cost Anatomy

💡 ` ┌──────────────────────────────────────────────────────────┐ │ LLM COST BREAKDOWN │ │ │…

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💵 2. API Pricing Deep Dive

🎯 ` ┌──────────────────────────────────────────────────────────┐ │ API PRICING COMPARISON…

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📊 3. Cost Scenarios — Real World Examples

⭐ ` ┌──────────────────────────────────────────────────────────┐ │ REAL WORLD COST…

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🏠 4. Self-Hosted vs API — TCO Analysis

🔑 ` ┌──────────────────────────────────────────────────────────┐ │ SELF-HOSTED vs API —…

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💡 5. Cost Optimization Strategies

✨ ` ┌──────────────────────────────────────────────────────────┐ │ TOP 10 COST OPTIMIZATION…

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🖥️ 6. GPU Pricing Reference

🌟 ` ┌──────────────────────────────────────────────────────────┐ │ GPU PRICING (Cloud…

Topic 8

💻 7. Python Code — LLM Cost Calculator

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Per-request cost

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Daily/monthly/yearly projections

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Model comparison

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Optimization recommendations

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📋 8. Cost Cheat Sheet

📚 ` ┌──────────────────────────────────────────────────────────┐ │ LLM ECONOMICS CHEAT…

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❓ 9. Quiz — 5 MCQs

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a) GPT-4o

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b) Claude Sonnet

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c) DeepSeek-V3 ✅

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d) Gemini Pro

Topic 11

🔗 Navigation

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Quick Quiz

Quiz — Question 1

💰 Topic 08: LLM Economics — Cost, Tokens, Pricing ka sabse sahi definition kya hai?

Complete! 🎉

💰 Topic 08: LLM Economics — Cost, Tokens, Pricing Complete!

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