Google Knowledge Graph
Google's Knowledge Graph
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Static, Hierarchical Knowledge (Ontology/Knowledge Graph): -- to split AI as sections - fixed data definitions and meanings
Static, Hierarchical Knowledge (Ontology/Knowledge Graph):
RAG - Retrieval Augmented Generation - AI or DNN with understanding of new data
Retrieval Augmented Generation (RAG): This is a popular technique where a large language model (your "common DNN") doesn't just generate answers from its internal training data. Instead, it first retrieves relevant information from external knowledge bases (like your structured classifications or vector databases of new news) and then uses that retrieved information to formulate its answer. This makes the LLM more accurate, up-to-date, and less prone to "hallucinations."
php programs debug memory and performance tools
Xdebug : Helps you debug and profile PHP code. It tells you: Where your code is slow Which functions are called most often Helps fix bugs and optimize performance Blackfire : A performance profiler that: Shows you bottlenecks in your PHP code Helps optimize CPU and memory usage Improves overall PHP app speed Tideways : Similar to Blackfire, it: Profiles PHP apps in production Helps find slow parts of your code Improves app performance and reliability