# Top AI Acronyms You Should Know If you're diving into the world of **Artificial Intelligence (AI)**—whether you're a tech pro, a business leader, or just AI-curious—understanding these acronyms is a must! ## Core AI Concepts - **AI** – Artificial Intelligence - **AGI** – Artificial General Intelligence - **ASI** – Artificial Super Intelligence - **ANI** – Artificial Narrow Intelligence ## Machine Learning & Deep Learning - **ML** – Machine Learning - **DL** – Deep Learning - **SL** – Supervised Learning - **UL** – Unsupervised Learning - **RL** – Reinforcement Learning - **FL** – Federated Learning - **TL** – Transfer Learning - **SSL** – Self-Supervised Learning ## Natural Language Processing (NLP) - **NLP** – Natural Language Processing - **LLM** – Large Language Model - **GPT** – Generative Pre-trained Transformer - **BERT** – Bidirectional Encoder Representations from Transformers - **ELMo** – Embeddings from Language Models - **T5** – Text-to-Text Transfer Transformer - **RoBERTa** – Robustly Optimized BERT Approach - **XLNet** – Generalized Autoregressive Pretraining for NLP ## Computer Vision (CV) - **CV** – Computer Vision - **CNN** – Convolutional Neural Network - **RNN** – Recurrent Neural Network - **ViT** – Vision Transformer - **OCR** – Optical Character Recognition - **GAN** – Generative Adversarial Network ## Speech & Audio Processing - **ASR** – Automatic Speech Recognition - **TTS** – Text to Speech - **STT** – Speech to Text - **HMM** – Hidden Markov Model - **CTC** – Connectionist Temporal Classification - **VAD** – Voice Activity Detection ## AI Infrastructure & APIs - **API** – Application Programming Interface - **AIoT** – Artificial Intelligence of Things - **MLaaS** – Machine Learning as a Service - **XAI** – Explainable AI - **MLOps** – Machine Learning Operations - **AIOps** – Artificial Intelligence for IT Operations ## Data & Statistical Methods - **SVM** – Support Vector Machine - **PCA** – Principal Component Analysis - **LDA** – Linear Discriminant Analysis - **KNN** – K-Nearest Neighbors - **DBSCAN** – Density-Based Spatial Clustering of Applications with Noise ## Ethics & Safety in AI - **XAI** – Explainable AI - **FATE** – Fairness, Accountability, Transparency, and Ethics - **RLHF** – Reinforcement Learning from Human Feedback - **AI4Good** – Artificial Intelligence for Good ## Emerging AI Trends - **NeRF** – Neural Radiance Fields - **SAM** – Segment Anything Model - **DPO** – Direct Preference Optimization - **LoRA** – Low-Rank Adaptation of LLMs - **MoE** – Mixture of Experts