Class 5 - Understanding LLM Performance | AI for GIs скачать в хорошем качестве

Class 5 - Understanding LLM Performance | AI for GIs

🎓 AI for GIs - Module 1 Class 5: Understanding LLM Performance Learn how to evaluate and select the right AI model for your mission requirements. This class provides leaders with a practical framework for assessing Large Language Model (LLM) capabilities across 9 critical dimensions. 📚 What You'll Learn: • How token capacity and context windows constrain model utility • The critical relationship between speed, price, and intelligence • Why longer context windows have exponentially higher latency • How to interpret reliability benchmarks and understand failure modes • Visual intelligence capabilities and when they matter • Architecture types (dense vs mixture-of-experts) and their tradeoffs • A decision framework for selecting models based on mission requirements 💡 Key Takeaways: Understanding these performance characteristics enables informed model selection, prevents costly mismatches between capability and requirement, and helps leaders avoid common pitfalls in AI deployment. Instructor: Dr. T. Justin Webb Full Course and AI Resources: https://www.notion.so/pensator-strate... #ArtificialIntelligence #LLM #MachineLearning #MilitaryAI #Leadership #StrategicThinking #AIforLeaders #AskSage #Maven #Vantage