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Free AI Resources

Cheat sheets, templates, diagrams, and guides to help you learn and work with AI. No email required. No signup. All CC-BY licensed.

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Technical Deep Dives

✓8 pages · 240 KB

AI Cost Optimization Checklist: Cut Your AI Spend by 30-70%

Production-tested strategies to reduce AI costs without sacrificing quality

A comprehensive, actionable checklist with 50+ optimization techniques, real case studies showing 30-90% cost reductions, and implementation roadmaps for engineering teams running AI in production.

costoptimizationproduction
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📋6 pages · 450 KB

AI Testing Framework

Test AI outputs for quality and safety

Practical resource for AI implementation. Includes templates, checklists, and actionable guidance.

testingqualityvalidation
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✓6 pages · 450 KB

AI Training Data Best Practices

Build quality datasets for AI projects

Practical resource for AI implementation. Includes templates, checklists, and actionable guidance.

datatrainingquality
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📊1 page · 410 KB

Fine-tuning Decision Tree

When to fine-tune vs prompt vs RAG

Should you fine-tune a model, use better prompts, or build a RAG system? This decision tree helps you choose the right approach.

fine-tuningragprompting
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📊1 page · 380 KB

RAG in One Diagram

Retrieval-Augmented Generation explained visually

Understand how RAG works with one simple diagram. No math, no jargon—just boxes and arrows showing how AI retrieves and uses your data.

ragretrievalembeddings
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📋1 page · 440 KB

Token & Cost Calculator Guide

Estimate AI API costs visually

Understand tokens, calculate costs, and optimize your AI budget with visual examples and a simple estimation formula.

tokenscostpricing
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