What is Quantization? Definition | AI Understanding

Incazelo

Iguqula izisindo zemodeli zibe amafomethi anemba aphansi njenge-8-bit noma 4-bit.

Imigomo ehlobene

Imodeli Quantization

Ukunciphisa ukunemba kwezinombolo kwezisindo zemodeli ukuze kwehliswe inkumbulo nezindleko zokusho.

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

I-Backpropagation

I-algorithm yokuqeqesha eyinhloko ebuyekeza izisindo zemodeli ngokusabalalisa amaphutha okuqagela emuva ngenethiwekhi.

I-Convolutional Neural Network (CNN)

I-neural architecture ethuthukiselwe ukucubungula idatha efana negridi njengezithombe.

Isizinda Sesici

Ukuguqula idatha eluhlaza ibe izici ezifundisayo ezingase zisetshenziswe imodeli.

I-AI ekhiqizayo

Amasistimu e-AI akhiqiza okuqukethwe okusha okunjengombhalo, izithombe, umsindo, ividiyo, noma ikhodi.

Funda kabanzi kumhlahlandlela wethu wamahhala

Residual Vector Quantization SmoothQuant and Activation Quantization GPTQ and AWQ Post-Training Quantization Quantization

Bhekafuthi

Pruning RAG (Retrieval-Augmented Generation)Prompt Injection Recall Prompt Engineering Recommendation System Prompt Red Teaming

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