Google Cloud Skills Boost

Baseline: Data, ML, AI

5 个小时 Introductory universal_currency_alt 14 个积分
Big data, machine learning, and artificial intelligence are today’s hot computing topics, but these fields are quite specialized and introductory material is hard to come by. Fortunately, Google Cloud provides user-friendly services in these areas and Qwiklabs has you covered with this introductory-level quest, so you can take your first steps with tools like Big Query, Cloud Speech API, and AI Platform. Want extra help? 1-minute videos walk you through key concepts for each lab.
Baseline: Data, ML, AI徽章


  • 实验

    Vertex AI: Qwik Start

    In this lab, you will use BigQuery for data processing and exploratory data analysis, and the Vertex AI platform to train and deploy a custom TensorFlow Regressor model to predict customer lifetime value (CLV). The goal of the lab is to introduce to Vertex AI through a high value real world use case - predictive CLV. Starting with a local BigQuery and TensorFlow workflow, you will progress toward training and deploying your model in the cloud with Vertex AI.

  • 实验

    Dataprep: Qwik Start

    Google Cloud Dataprep is an intelligent data service for visually exploring, cleaning, and preparing data for analysis. Watch the short video Dataprep: Qwik Start - Qwiklabs Preview.

  • 实验

    Dataflow: Qwik Start - Templates

    This page shows you how to create a streaming pipeline using a Google-Provided Cloud Dataflow template.


    Dataflow:Qwik Start - Python

    在本实验中,您将设置自己的 Python 开发环境,获取 Python 版 Cloud Dataflow SDK,并使用 Google Cloud Platform Console 运行示例流水线。

  • 实验

    Dataproc:Qwik Start - Console

    本实验向您介绍如何通过 gcloud 命令行创建 Google Cloud Dataproc 集群,在该集群中运行简单的 Apache Spark 作业,然后修改该集群中的工作器数量。不妨观看以下两个短视频:Dataproc:Qwik Start - Qwiklabs 预览通过 Cloud Dataproc 更快地运行 Spark 和 Hadoop


    Dataproc: Qwik Start - Command Line

    This lab shows you how to create a Google Cloud Dataproc cluster, run a simple Apache Spark job in the cluster, then modify the number of workers in the cluster, all from the gcloud Command Line. Watch these short videos, Dataproc: Qwik Start - Qwiklabs Preview and Run Spark and Hadoop Faster with Cloud Dataproc.

  • 实验

    Cloud Natural Language API:Qwik Start

    Cloud Natural Language API 可用于提取实体以及对文本进行情感和语法分析。欢迎观看以下这两个简短视频:使用 Cloud Natural Language 从文本中获取有价值的数据洞见Cloud Natural Language:Qwik Start - Qwiklabs 预览


    Google Cloud Speech API:Qwik Start

    Google Cloud Speech API 可用于将语音识别技术集成到开发者应用中,让您在发送音频后能够收到文字转录结果。欢迎观看以下这两个简短视频:基于 Google 机器学习的强大语音识别技术Google Cloud Speech:Qwik Start - Qwiklabs 预览


    Video Intelligence:Qwik Start

    本实验使用 Google Cloud Video Intelligence 应用来提取示例视频文件中的元数据。观看简短视频:Google Cloud Video Intelligence - 搜索目录中每个视频文件的每个时刻

  • 实验

    Reinforcement Learning: Qwik Start

    In this lab, you will learn and get hands-on practice with the fundamental concepts of Reinforcement Learning.

  • info
    This Quest builds on a basic understanding of Google Cloud services. It is recommended that the student have earned a Badge by completing the hands-on labs in the Getting Started - Create and Manage Cloud Resources Quest before beginning.
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