本課程介紹 Google Cloud 中的人工智慧 (AI) 和機器學習 (ML) 服務。這些服務透過 AI 基礎、開發和解決方案,支援「從資料到 AI」的生命週期。本課程討論的技術、產品和工具,可根據數據資料學家、AI 開發人員和機器學習工程師等不同使用者的目標,用於建構機器學習模型、機器學習管道和生成式 AI 專案。
What you'll learn
識別 Google Cloud 提供的「從資料到 AI」技術和工具。
在應用程式中使用生成式 AI 功能。
選擇合適的選項,在 Google Cloud 中開發 AI 專案。
使用 Vertex AI 由始至終建構機器學習模型。
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There are 6 modules in this course
本單元的內容為課程目標之一,會協助學員瞭解各項 Google Cloud AI 開發工具。此外,本單元也會初步介紹課程架構。課程設計以三層式 AI 架構為基礎,包括 AI 基礎、開發選項及解決方案。
What's included
1 video
本單元會先示範如何應用 AI 功能。接下來著重介紹 AI 基礎,包括運算和儲存空間等雲端基礎架構,並說明 Google Cloud 中主要的資料和 AI 開發產品,最後示範如何運用 BigQuery ML 建構機器學習模型,協助您從資料轉移至 AI。
What's included
10 videos1 reading1 assignment1 app item
本單元介紹在 Google Cloud 中開發機器學習專案的多種選項,包括現成解決方案 (如預先訓練的 API)、無程式碼或低程式碼的解決方案 (如 AutoML),以及以程式碼為基礎的解決方案 (如自訂訓練)。本單元也比較這些選項的優缺點,協助您選擇最合適的開發工具。
What's included
8 videos1 reading1 assignment1 app item
本單元逐步介紹機器學習的工作流程,內容涵蓋資料準備、模型開發以及透過 Vertex AI 提供模型。本單元也說明如何運用 Vertex AI Pipelines,將工作流程轉換為自動化管線。
What's included
9 videos1 reading1 assignment1 app item
本單元介紹生成式 AI、AI 最新進展,以及開發生成式 AI 專案必備的工具包。首先說明 Google Cloud 中的生成式 AI 工作流程。接著探討如何使用 Gen AI Studio 和 Model Garden,存取 Gemini 多模態模型、設計提示及調整模型。最後探索 AI 解決方案內建的生成式 AI 功能。
What's included
9 videos1 reading1 assignment1 app item
本單元介紹最重要的概念、工具、技術和產品,概略說明整個課程內容。
What's included
1 video1 reading
Instructor
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Frequently asked questions
Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.
If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.
Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.