Week 15 - Day 2 - Phase 4: Production ML

FinOps for AI Workloads

Cost Optimization Without Compromising Quality

3 Hours
Hands-on Analysis
Cloud Cost Basics
Capstone Ready

The FinOps Principle

"Cost optimization is not 'make everything cheap.' It's 'spend wisely on the right guarantees.'
You should never trade away security or reliability to reduce cost."

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Tonight's Mission

Learn to read cloud bills, understand pricing models, and design cost-aware systems. Walk away with a cost plan for your capstone project.

Interactive Learning Modules

Master cloud cost optimization through hands-on simulations

Learn
1

FinOps Fundamentals

Interactive guide to FinOps principles. Learn why cloud cost is everyone's responsibility, not just finance.

  • What is FinOps and why it matters
  • The three phases of FinOps
  • Cost visibility and accountability
  • ML-specific cost considerations
Explore FinOps
Practice
2

Cloud Bill Analyzer

Interactive tool to analyze cloud bills. Identify cost drivers, find waste, and propose optimizations.

  • Read real-world style bills
  • Identify top cost drivers
  • Spot wasteful spending patterns
  • Calculate potential savings
Analyze Bills
Learn
3

Instance Pricing Simulator

Compare on-demand, reserved, and spot instance pricing. See how different choices affect your monthly bill.

  • Visual pricing comparison
  • Spot instance interruption simulator
  • Break-even calculator
  • ML workload recommendations
Compare Pricing
Challenge
4

Trade-off Decision Maker

Navigate real-world scenarios where cost, security, and reliability intersect. Make the right calls.

  • Interactive scenario challenges
  • Cost vs security decisions
  • Learn from wrong choices
  • Build decision-making skills
Make Decisions
Practice
5

Capstone Cost Planner

Design a cost plan for your capstone project. Generate a FinOps-style overview document.

  • Identify cost drivers
  • Plan optimization strategies
  • Set cost constraints
  • Export as documentation
Plan Costs
Learn
6

Free Tier Navigator

Understand cloud free tiers and how to maximize them without surprise bills.

  • AWS/GCP/Azure free tier limits
  • Common free tier gotchas
  • Usage tracking tips
  • When free tier isn't enough
Navigate Free Tiers

Suggested Learning Path

1
FinOps Basics
15 min
2
Read Bills
20 min
3
Pricing Models
20 min
4
Trade-offs
20 min
5
Plan Capstone
20 min

Tonight's Learning Objectives

By the end of this session, you'll be able to:

1

Understand FinOps

Explain why cloud cost is a cross-functional responsibility

2

Read Cloud Bills

Identify major cost drivers: compute, storage, data transfer

3

Compare Pricing Models

Explain on-demand, reserved, and spot instances

4

Optimize Costs

Propose cost-saving strategies without compromising quality

5

Avoid Surprises

Understand free tiers and how to avoid unexpected bills

6

Make Trade-offs

Balance cost against security and reliability constraints