Aliens School
Cinematic Knowledge Experience
0%
Aliens School
Now Playing
Aliens School · HIEN
⌨️ Keyboard Shortcuts
→Next slide ←Previous slide SpacePlay / Pause MNarration on/off FFullscreen ?Show/hide this
Press any key to close
Skill Topic · Cinematic

💰 Topic 49: Cost Optimization

Course: LLM Engineering — Pair 49/80 Section: 6 — LLM Ops Level: ⭐⭐⭐ Intermediate Prev:…

Topic 1
✨

🎯 Is Topic Me Kya Seekhoge?

📚 ` ┌───────────────────────────────────────────────────────┐ │ ✅ LLM cost breakdown…
Topic 2
💡 📊 🔬

📊 1. LLM Cost Architecture

💡 ` ┌──────────────────────────────────────────────────────────────────┐ │ LLM COST…
Topic 3
📥 ⚙️ 🔬 💡

📋 2. Cost Optimization Strategies

🎯 ` ┌──────────────────────────────────────────────────────────────────┐ │ Strategy │…
Topic 4
✨

🔄 3. Model Routing Architecture

⭐ ` ┌─────────────────────────────────────────────────────────┐ │ SMART MODEL ROUTER │ │ │…
Topic 5
✨

💻 4. Complete Python Implementation

💡

Prompt compression (remove…

🔑

Smart model routing by complexity

⚡

Semantic caching with TTL

🎯

Budget alerts and enforcement

Topic 6
✨

🧠 5. Quiz Time!

💡

A) Output zyada storage leta hai

🔑

B) Output generate karne me zyada…

⚡

C) Output me context window use…

🎯

D) Providers ka random pricing hai

Topic 7
🔒

🔗 Navigation

🌟 ⬅️ Previous: 48-LLM-APIs.md ➡️ Next: 50-LLM-Monitoring.md 💰 Cost optimization = smart…
Quick Quiz
🧠 QUIZ TIME

Quiz — Question 1

💰 Topic 49: Cost Optimization ka sabse sahi definition kya hai?

Complete! 🎉
COMPLETE

💰 Topic 49: Cost Optimization Complete!

Aliens School · HIEN · Cinematic Knowledge

✅

💰 Topic 49: Cost Optimization Complete

1/10
0:00
REC 00:00ESC=Cancel
Aliens School
3
Recording shuru hone wali hai...
✅
Recording Complete
Video process ho rahi hai...
Live Class
Slide 1 / 7
Timer
00:00
📝 Speaker Notes
—
⏭️ Up Next
—
—
🗂️ All Slides