Tokenomics and AI Inference Cost Modeling for Gen AI Product Managers
Master the core concepts of tokenization and develop robust cost estimation and optimization strategies for Generative AI products.
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Tokenization and Core AI Inference Cost Drivers
Unit 1: Understanding Tokens: The Language of LLMs
What's a Token?
How Text Becomes Tokens
Tokens & LLM Performance
Tokens & Your Wallet
Unit 2: Core Drivers of AI Inference Costs
Beyond Tokens: Model Size
Hardware & Speed
Batching for Efficiency
Unit 3: Future Cost Landscapes
MoE: Smarter, Cheaper?
AI on Your Device
Gen AI Cost Modeling, Optimization, and Pricing Strategies
Unit 1: Understanding Gen AI Pricing Models
Provider Pricing Models
Cloud Provider Pricing
Choosing the Right Model
Unit 2: Building Your Gen AI Cost Model
Cost Model Fundamentals
Scenario-Based Costing
Unit 3: Optimizing Gen AI Inference Costs
Prompt Engineering for Cost
Smart API Usage & Caching
Model Choice & Fine-tuning