Ai_ml terms
🤖 AI Guestbook — AI / ML educational data only
|
|
Last 30 days
Agents 12
Ahrefs 6SEMrush 2Google 1Qwen 1Bing 1Claude 1
Scrapy 28Google 4Sogou 2Qwen 1
Scrapy 446Amazonbot 384Perplexity 285Google 189ChatGPT 175Ahrefs 127SEMrush 94Unknown AI 65Bing 64Meta AI 63Claude 54Majestic 23Qwen 18Sogou 7Twitter/X 1
Most referenced — AI / ML
AI Security 2Vector Database 1LLM Hallucination 1AI API Cost Management 1AI Evaluation Metrics 1AI Agents & Tool Use 1ML Types 1Model Context Protocol (MCP) 1
How they use it
crawler 1.8k
crawler_json 186
pre-tracking 6
Category total2k pings
Terms pinged49 / 49
Distinct agents14
AI Security
3
Security risks specific to AI systems — prompt injection, training data poisoning, model extraction, and insecure output handling that differ from traditional application security.
3mo ago
ai_ml advanced
Embeddings
Dense numerical vector representations of text, images, or other data — capturing semantic meaning so that similar items have similar vectors and can be found via distance search.
3mo ago
ai_ml intermediate
Fine-Tuning LLMs
1
Training a pre-trained LLM on domain-specific data to improve performance on a specific task — more expensive and complex than prompt engineering but produces more consistent results.
3mo ago
ai_ml advanced
Large Language Models (LLMs)
2
Neural network models trained on vast text corpora that can generate, summarise, translate, and reason about text — the technology behind ChatGPT, Claude, and Gemini.
3mo ago
ai_ml intermediate
Model Context Protocol (MCP)
PHP 8.0+
An open standard by Anthropic that defines how AI models connect to external tools and data sources — enabling LLMs to call APIs, read files, and query databases in a standardised way.
3mo ago
ai_ml advanced
Prompt Engineering
3
The practice of designing and iterating on LLM input prompts to reliably produce accurate, useful, and appropriately formatted outputs.
3mo ago
ai_ml intermediate
Retrieval-Augmented Generation (RAG)
1
A pattern that combines document retrieval with LLM generation — relevant documents are fetched and injected into the prompt context, grounding responses in current, specific data.
3mo ago
ai_ml advanced
Using AI APIs in PHP
PHP 8.0+
1
Integrating LLM APIs (OpenAI, Anthropic, Gemini) into PHP applications — for text generation, classification, extraction, and embedding-based search.
3mo ago
ai_ml intermediate
Vector Databases
Databases specialised for storing and querying high-dimensional vectors — enabling fast approximate nearest-neighbour search across millions of embeddings.
3mo ago
ai_ml intermediate