Masterclass | AI for Product Managers
Unlock the essential skills needed to transition into an Applied AI Product Manager role. This comprehensive session breaks down complex AI concepts into intuitive, actionable insights specifically for PMs. Learn how to move beyond the hype and build real-world value using Large Language Models (LLMs). ----- 📝 What You’ll Learn: - The Core of LLMs: Understand how Large Language Models work as next-token predictors and why they are inherently stochastic. - The AI Ecosystem: Explore the four layers of AI companies—from infrastructure like NVIDIA to the application layer where most PMs thrive. - Context Engineering: Master the art and science of guiding LLMs through Prompt Engineering, Retrieval-Augmented Generation (RAG), and Fine-Tuning. - Economics of AI: Get a deep dive into tokenization and how it impacts API pricing and product limits. - Case Studies: See AI in action with a breakdown of products like meeting transcribers (Fireflies.ai) and search assistants (Perplexity). ----- 🛠️ Key Concepts Covered: - Tokenization & Pricing: Why 1 million tokens costs what it does and how to manage your API burn. - Transformer Architecture: Why "Attention is All You Need" changed everything and led to the rise of GPUs. - The Stochastic Challenge: How to build reliable products when your AI engine gives different answers for the same input. - RAG Visualized: A step-by-step look at chunking, vector embeddings, and retrieval pipelines. -------- 📍Want to break into product management or grow in your PM career? I offer structured guidance, mock interviews, portfolio-building & more to break into PM roles, through my 90-day AI Product Management program. 🔗 Learn more: https://forms.gle/HhJr9qXrZ4x3fnm28
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