Course Code: mlkit
Duration: 14 hours
Prerequisites:
  • 了解機器學習
  • 移動開發經驗

觀眾

  • 軟體工程師
  • 移動應用程式開發人員
Overview:

ML Kit 是 Google 提供的移動 SDK,用於將機器學習技術集成到 Android 和 iOS 應用程式中。它具有可用於條碼掃描、人臉檢測、圖像標記、物件檢測和跟蹤、文本識別、翻譯以及其他視覺和語言處理功能的可用API。

這種講師指導的即時培訓(在線或現場)面向希望使用 Google ML Kit 構建針對行動裝置上的處理進行了優化的機器學習模型的開發人員。

在本次培訓結束時,參與者將能夠:

  • 設置必要的開發環境以開始為行動應用程式開發機器學習功能。
  • 使用 ML Kit API 將新的機器學習技術集成到 Android 和 iOS 應用程式中。 
  • 使用 ML Kit SDK 增強和優化現有應用程式,以進行設備上的處理和部署。

課程形式

  • 互動講座和討論。
  • 大量的練習和練習。
  • 在即時實驗室環境中動手實施。

課程自定義選項

  • 要申請本課程的定製培訓,請聯繫我們進行安排。
Course Outline:

介紹

  • ML Kit 與 TensorFlow 與其他機器學習服務
  • ML Kit 功能和元件概述

開始

  • 設置 ML Kit SDK
  • 探索 API 和範例應用程式

實現 ML Kit Vision API

  • 自動輸入資料(文字識別)
  • 檢測自拍和人像的人臉(人臉檢測)
  • 解釋身體位置(姿勢檢測)
  • 新增背景效果(自拍分割)
  • 集成 Barcode 掃描
  • 識別物體、地點、物種等(圖像標註)
  • 在影像中定位突出的物件(物件檢測和追蹤)
  • 識別手寫文字(數位墨水識別)

使用自然語言 API

  • 識別語言
  • 翻譯文本
  • 生成智能回復
  • 使用實體提取

使用ML Kit 優化現有應用程式

  • 使用 ML Kit 的自定義模型
  • 從 Firebase 遷移到新的 ML Kit SDK
  • 從Mobile Vision遷移到ML KitSDK
  • 減小應用程式大小以進行部署
  • 重構應用以使用動態功能模組

故障排除提示

總結和後續步驟

Sites Published:

United Arab Emirates - Machine Learning for Mobile Apps using Google’s ML Kit

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