What is LoRA (Low-Rank Adaptation)? Definition | AI Understanding

Incazelo

Indlela yokushuna esebenza kahle ngepharamitha eyengeza amatrices e-adaptha esezingeni eliphansi.

Imigomo ehlobene

I-Parameter-Efficient Fine-Tuning (PEFT)

Izindlela ezijwayelanisa amamodeli ngokuqeqesha isethi encane yamapharamitha angeziwe.

Indlela yokushuna kahle ehlanganisa ukulinganisa kwesisindo esingu-4-bit nama-adaptha e-LoRA ukuze kwehliswe izidingo zenkumbulo.

Ukuqhubeka nokuqeqeshwa kudatha eqondene nesizinda ukuze kulungiswe imodeli eqeqeshwe ngaphambilini emsebenzini othile.

I-Instruction Tuning

Ukulungisa kahle imodeli kumapheya emiyalelo nezimpendulo ukuze uthuthukise umsebenzi olandelayo.

I-DPO (Direct Preference Optimization)

Indlela yokuqeqesha eshuna kahle imodeli ngokuqondile kumapheya athandwayo ngaphandle kokudinga imodeli yomklomelo ehlukile.

Ilebula ethi Smoothing

Indlela yokujwayela ethambisa amalebula aqinile ukuze kuthuthukiswe ukwenziwa okuvamile.

Funda kabanzi kumhlahlandlela wethu wamahhala

AI Workflow Automation Barlow Twins and Redundancy Reduction Domain Adaptation Kubeflow and ML Pipeline Orchestration

Bhekafuthi

Learning Rate Loss Function Large Language Model (LLM)Machine Learning (ML)Latency Memory (Agent Memory)Mixture of Experts (MoE)Knowledge Graph

Phequlula Uhla lwamagama olugcwele lwe-AI Hlola yonke imihlahlandlela ye-AI yamahhala