Description
In this course, you will :
- 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 :
1. You Have the Data, but What Are You Doing with It?
- Intro to Big Data Managed Services in the Cloud
- Leverage Big Data Operations with Cloud Dataproc
- Dataproc: Qwik Start - Console
- Dataproc: Qwik Start - Command Line
- Build Extract, Transform, and Load Pipelines using Cloud Dataflow
- Dataflow: Qwik Start - Python
- BigQuery, Google's Enterprise Data Warehouse
- Dataprep: Qwik Start
2. Let Machines Do the Work
- Introduction to Machine Learning
- Machine Learning and Google Cloud
- Qwik, Draw
- Qwik, Draw screencast
- Building Bespoke Machine Learning Models with AI Platform
- Vertex AI Workbench Notebook: Qwik Start
- Cloud AutoML
- Google's Pre-trained Machine Learning APIs
- Cloud Natural Language API: Qwik Start
- Google Cloud Speech API: Qwik Start
- Video Intelligence: Qwik Start
- Reinforcement Learning: Qwik Start