Ndezvipi zvikamu zvikuru zvepombi yeMLOps?
MLOps kusiyana chinyakare DevOps mu-software budiriro haisi chete nehanya kuronga bumbiro asi anofanira uyewo kufunga mashoko uye yokutevedzera. A kushanda MLOps pombi inofanira kukwanisa kubatanidza pamwe chete, uye chamber kuchinja, kuti bumbiro remitemo rakashandiswa kukudziridza muenzaniso uye kugadzirira mashoko, mashoko akashandiswa kurovedza uye chivimbo chakasimba muenzaniso uye pakupedzisira muenzaniso chinhu pachayo. Naizvozvo, MLOps pombi inofanira kuva, pane zvishoma, yezvinhu zvinotevera: A source code repository, a data versioning tool, a model repository, a CI/CD pipeline, a computing environment for training and development, model serving and finally, monitoring capabilities both for the data inputs and model outputs.