[Pagsusuri] AI Engineering: Building Applications with Foundation Models (Chip Huyen) Nabuod.

AI Engineering: Building Applications with Foundation Models (Chip Huyen)

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Ang AI Engineering: Building Applications with Foundation Models ni Chip Huyen ay isang aklat na praktikal at analitikal tungkol sa paggawa ng mga produktong gumagamit ng foundation models, gaya ng malalaking language model at iba pang handa nang gamitin na modelo. Hindi ito pangunahing gabay sa pagsasanay ng sariling modelo mula umpisa. Sa halip, ipinapakita nito kung paano nagbago ang trabaho ng pagbuo ng AI application dahil puwede nang gumamit ng model APIs, bukas na modelo, at mga serbisyong pang-imprastraktura. Tinatawag ng aklat na AI engineering ang disiplinang nakatuon sa pag-uugnay ng mga modelong ito sa tunay na problema ng produkto, datos, interface, pagsusuri, at operasyon. Saklaw nito ang pagpili ng modelo, prompt engineering, retrieval augmented generation o RAG, fine tuning, agents, dataset engineering, at pag-optimize ng inference. Mahalaga rin ang diin nito sa evaluation, dahil ang bukas at pabago-bagong sagot ng foundation models ay hindi madaling masukat ng iisang tradisyonal na metric. Layunin ng aklat na bigyan ang mga developer at product builder ng matino at sunod-sunod na paraan upang gumawa ng kapaki-pakinabang, maaasahan, at masusukat na AI application.