Google Cloud Computing Foundations: Data, ML, and AI in Google Cloud

Description

In this course, you will :

• Learners will be able to articulate concepts related to cloud computing, big data, and machine learning, as well as demonstrate some hands-on skills, by the end of the course.
• Discover a wide range of cloud-based managed big data services.
• Explain what machine learning is, the terminology used, and the benefits it provides.

Syllabus :

• Intro to Big Data Managed Services in the Cloud
• Leverage Big Data Operations with Cloud Dataproc
• Lab Intro: Dataproc - Qwik Start - Console
• Dataproc: Qwik Start - Console
• Lab Intro: Dataproc - Qwik Start
• Dataproc: Qwik Start - Command Line
• Build Extract, Transform, and Load Pipelines using Cloud Dataflow
• Lab Intro: Dataflow - Qwik Start - Templates
• Lab Intro: Dataflow - Qwik Start - Python
• Dataprep: Qwik Start
• BigQuery, Google's Enterprise Data Warehouse
• Introduction to Machine Learning
• Machine Learning and Google Cloud
• Qwik, Draw screencast
• Building Bespoke Machine Learning Models with AI Platform
• Google's Pre-trained Machine Learning APIs
• Cloud Natural Language API: Qwik Start
• Video Intelligence: Qwik Start
• Reinforcement Learning: Qwik Start