AI Glossary

Understand key AI & machine learning terms easily

51terms

LLM (Large Language Model)๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ
Beginner๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
TransformerํŠธ๋žœ์Šคํฌ๋จธ
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Attention Mechanism์–ดํ…์…˜ ๋ฉ”์ปค๋‹ˆ์ฆ˜
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Tokensํ† ํฐ
Beginnerโšก ์ถ”๋ก โ–ผ
Context Window์ปจํ…์ŠคํŠธ ์œˆ๋„์šฐ
Beginnerโšก ์ถ”๋ก โ–ผ
ParametersํŒŒ๋ผ๋ฏธํ„ฐ
Beginner๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Pre-training์‚ฌ์ „ ํ•™์Šต
Intermediate๐ŸŽ“ ํ•™์Šตโ–ผ
Fine-tuningํŒŒ์ธํŠœ๋‹
Intermediate๐ŸŽ“ ํ•™์Šตโ–ผ
RLHF์ธ๊ฐ„ ํ”ผ๋“œ๋ฐฑ ๊ฐ•ํ™”ํ•™์Šต
Intermediate๐ŸŽ“ ํ•™์Šตโ–ผ
Constitutional AIํ—Œ๋ฒ•์  AI
Intermediate๐Ÿ›ก ์•ˆ์ „์„ฑโ–ผ
AI AlignmentAI ์ •๋ ฌ
Intermediate๐Ÿ›ก ์•ˆ์ „์„ฑโ–ผ
MoE (Mixture of Experts)์ „๋ฌธ๊ฐ€ ํ˜ผํ•ฉ
Advanced๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
RAG (Retrieval-Augmented Generation)๊ฒ€์ƒ‰ ์ฆ๊ฐ• ์ƒ์„ฑ
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Embeddings์ž„๋ฒ ๋”ฉ
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Prompt Engineeringํ”„๋กฌํ”„ํŠธ ์—”์ง€๋‹ˆ์–ด๋ง
Beginnerโœ ํ”„๋กฌํ”„ํŒ…โ–ผ
Chain-of-Thought (CoT)์‚ฌ๊ณ  ์—ฐ์‡„
Beginnerโœ ํ”„๋กฌํ”„ํŒ…โ–ผ
Few-shot Promptingํ“จ์ƒท ํ”„๋กฌํ”„ํŒ…
Beginnerโœ ํ”„๋กฌํ”„ํŒ…โ–ผ
Hallucinationํ™˜๊ฐ
Beginner๐Ÿ›ก ์•ˆ์ „์„ฑโ–ผ
Grounding๊ทธ๋ผ์šด๋”ฉ
Intermediate๐Ÿ›ก ์•ˆ์ „์„ฑโ–ผ
Temperature์˜จ๋„
Beginnerโšก ์ถ”๋ก โ–ผ
Top-p (Nucleus Sampling)ํƒ‘-p (ํ•ต ์ƒ˜ํ”Œ๋ง)
Intermediateโšก ์ถ”๋ก โ–ผ
Inference์ถ”๋ก  (์‹คํ–‰)
Beginnerโšก ์ถ”๋ก โ–ผ
Throughput์ฒ˜๋ฆฌ๋Ÿ‰
Intermediateโšก ์ถ”๋ก โ–ผ
Latency (TTFT)์ง€์—ฐ ์‹œ๊ฐ„ (์ฒซ ํ† ํฐ ์‹œ๊ฐ„)
Intermediateโšก ์ถ”๋ก โ–ผ
KV CacheKV ์บ์‹œ
Advancedโšก ์ถ”๋ก โ–ผ
Multimodal AI๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ AI
Beginner๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Tool Use / Function Calling๋„๊ตฌ ์‚ฌ์šฉ / ํ•จ์ˆ˜ ํ˜ธ์ถœ
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
AI AgentAI ์—์ด์ „ํŠธ
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
System Prompt์‹œ์Šคํ…œ ํ”„๋กฌํ”„ํŠธ
Beginnerโœ ํ”„๋กฌํ”„ํŒ…โ–ผ
LoRA (Low-Rank Adaptation)๋กœ๋ผ (์ €๋žญํฌ ์–ด๋Œ‘ํ…Œ์ด์…˜)
Advanced๐ŸŽ“ ํ•™์Šตโ–ผ
Quantization์–‘์žํ™”
Advancedโšก ์ถ”๋ก โ–ผ
Benchmark๋ฒค์น˜๋งˆํฌ
Beginner๐Ÿ“Š ๋ฒค์น˜๋งˆํฌโ–ผ
Reasoning Model์ถ”๋ก  ๋ชจ๋ธ
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Multi-Agent System๋ฉ€ํ‹ฐ์—์ด์ „ํŠธ ์‹œ์Šคํ…œ
Advanced๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Structured Output๊ตฌ์กฐํ™”๋œ ์ถœ๋ ฅ
Intermediateโœ ํ”„๋กฌํ”„ํŒ…โ–ผ
Context Caching / Prompt Caching์ปจํ…์ŠคํŠธ ์บ์‹ฑ / ํ”„๋กฌํ”„ํŠธ ์บ์‹ฑ
Intermediateโšก ์ถ”๋ก โ–ผ
Model Distillation๋ชจ๋ธ ์ฆ๋ฅ˜
Advanced๐ŸŽ“ ํ•™์Šตโ–ผ
Vision / Image Understanding๋น„์ „ / ์ด๋ฏธ์ง€ ์ดํ•ด
Beginner๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
In-Context Learning (ICL)์ธ์ปจํ…์ŠคํŠธ ํ•™์Šต
Intermediateโœ ํ”„๋กฌํ”„ํŒ…โ–ผ
Safety Filters / Guardrails์•ˆ์ „ ํ•„ํ„ฐ / ๊ฐ€๋“œ๋ ˆ์ผ
Intermediate๐Ÿ›ก ์•ˆ์ „์„ฑโ–ผ
Token Pricingํ† ํฐ ๊ฐ€๊ฒฉ
Beginner๐Ÿ’ผ ๋น„์ฆˆ๋‹ˆ์Šคโ–ผ
Model Card๋ชจ๋ธ ์นด๋“œ
Beginner๐Ÿ’ผ ๋น„์ฆˆ๋‹ˆ์Šคโ–ผ
Model Weights๋ชจ๋ธ ๊ฐ€์ค‘์น˜
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Agentic AI์—์ด์ „ํ‹ฑ AI
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
Extended Thinkingํ™•์žฅ ์‚ฌ๊ณ 
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
SOTA (State of the Art)์ตœ์ฒจ๋‹จ ๊ธฐ์ˆ 
Beginner๐Ÿ“Š ๋ฒค์น˜๋งˆํฌโ–ผ
Open Source vs Open Weights์˜คํ”ˆ์†Œ์Šค vs ์˜คํ”ˆ ์›จ์ดํŠธ
Beginner๐Ÿ’ผ ๋น„์ฆˆ๋‹ˆ์Šคโ–ผ
Natively Multimodal๋„ค์ดํ‹ฐ๋ธŒ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ
Intermediate๐Ÿ— ์•„ํ‚คํ…์ฒ˜โ–ผ
LMSYS Chatbot ArenaLMSYS ์ฑ—๋ด‡ ์•„๋ ˆ๋‚˜
Beginner๐Ÿ“Š ๋ฒค์น˜๋งˆํฌโ–ผ
Speculative Decoding์ถ”์ธก์  ๋””์ฝ”๋”ฉ
Advancedโšก ์ถ”๋ก โ–ผ
Scaling Laws์Šค์ผ€์ผ๋ง ๋ฒ•์น™
Advanced๐ŸŽ“ ํ•™์Šตโ–ผ