🧠 Traditional software is predictable. AI is not.  What fundamental skills do developers need in order to build and deploy AI applications? Here's Andrew Ng's list: 🏗️ LLM foundations 📂 Grounding models with data 🤖 Building agentic systems 🧪 Evaluation-driven development ⚙️ Operating in production 📉 Machine learning foundations 🔗 This is the second installment of the AI Engineering Skills Map. Read more and subcribe: https://hubs.la/Q04tRNDQ0 #AI #MachineLearning #AIEngineering