이 튜토리얼에서는 Google Cloud 콘솔의 이미지 분류 모델을 학습시키고 예측을 수행하는 데 필요한 단계를 설명합니다.
이 튜토리얼은 Vertex AI를 사용하여 이미지 분류 모델을 학습시키고 모델을 사용하여 예측을 수행하는 방법을 설명하는 'Hello 커스텀 학습' 튜토리얼의 일부입니다. 이 튜토리얼에서는 Vertex AI의 커스텀 학습 기능을 사용하여 Vertex AI의 사전 빌드된 컨테이너 환경 중 하나에서 TensorFlow Keras 학습 애플리케이션을 실행합니다. 이 커스텀 학습 작업은 머신러닝(ML) 모델을 학습시켜 꽃 이미지를 유형에 따라 분류합니다. ML 모델을 학습시킨 후 이 튜토리얼에서는 엔드포인트를 만들어 해당 엔드포인트에서 웹 앱으로 예측을 제공하는 방법을 보여줍니다.
[[["이해하기 쉬움","easyToUnderstand","thumb-up"],["문제가 해결됨","solvedMyProblem","thumb-up"],["기타","otherUp","thumb-up"]],[["이해하기 어려움","hardToUnderstand","thumb-down"],["잘못된 정보 또는 샘플 코드","incorrectInformationOrSampleCode","thumb-down"],["필요한 정보/샘플이 없음","missingTheInformationSamplesINeed","thumb-down"],["번역 문제","translationIssue","thumb-down"],["기타","otherDown","thumb-down"]],["최종 업데이트: 2024-09-03(UTC)"],[],[],null,["# Hello image data\n\nThis tutorial walks you through the required steps to train and get predictions\nfrom your image classification model in the Google Cloud console.\n\nThis tutorial is part of the \"Hello custom training\" tutorial, which walks you\nthrough using Vertex AI to train an image classification model and\nserve predictions using the model. In this tutorial, you use\nVertex AI's *custom training* feature to run a TensorFlow Keras\ntraining application in one of Vertex AI's prebuilt container\nenvironments. This custom training job trains a machine learning (ML) model to\nclassify images of flowers by their type. After you train the ML model, the\ntutorial shows you how to create an endpoint and serve predictions from that\nendpoint to a web app.\n\nTutorial pages\n--------------\n\nThis tutorial has several pages:\n\n1. [Setting up your project and environment](/vertex-ai/docs/tutorials/image-classification-custom).\n2. [Training a custom image classification model](/vertex-ai/docs/tutorials/image-classification-custom/training).\n3. [Serving predictions from a custom image classification mode](/vertex-ai/docs/tutorials/image-classification-custom/serving).\n4. [Cleaning up your project](/vertex-ai/docs/tutorials/image-classification-custom/cleanup).\n\nTo complete this tutorial, you can either follow the instructions in the\nfollowing pages or use the in-console walkthrough tutorial, which is a similar\ntutorial in the Google Cloud console.\n\nIn-console walkthrough tutorial\n-------------------------------\n\nIn this tutorial, you'll learn how to build a multi-label image classification\nmodel using Google's AutoML technology. This tutorial is available in the\nGoogle Cloud console.\n\n*** ** * ** ***\n\nTo follow step-by-step guidance for this task directly in the\nGoogle Cloud console, click **Guide me**:\n\n[Guide me](https://console.cloud.google.com/freetrial?redirectPath=/?walkthrough_id=vertex_image_classification_part1)\n\n*** ** * ** ***"]]
