Learn how to provide Google-quality search, browsing, and recommendations to increase conversions and reduce search abandonment with Vertix AI Search for Retail, developed by Google Cloud and delivered on edX.
This program covers the essential Google Cloud technologies for implementing Vertex AI search for retail.
The program is delivered through four hands-on courses:
- Google Cloud Big Data and Machine Learning Fundamentals
- Serverless Data Processing with Dataflow: Foundations
- Serverless Data Processing with Dataflow: Develop Pipelines
- Serverless Data Processing with Dataflow: Operations
Implement modern retail and ecommerce solutions on Google Cloud. Explore the services Google Cloud provides for updating retail applications and infrastructure, and gain practical skills to roll out the latest ecommerce solutions.
Navigate the complete data-to-AI journey. Discover the Google Cloud big data and machine learning (ML) services that power the data-to-AI lifecycle, and examine the steps, considerations, and advantages of creating ML models and data pipelines with Vertex AI on Google Cloud.
Build high-performance Dataflow pipelines. Examine Apache Beam and its connection to Dataflow, discover the capabilities of the Beam Portability framework, and learn to establish the optimal security model for efficient, cost-effective Dataflow pipelines.
Develop advanced Dataflow pipelines. Dive deeper into developing pipelines using the Beam Software Development Kit (SDK), learning streaming data concepts like windows, watermarks and triggers, and use State and Timer APIs for stateful transformations.
Manage and operate Dataflow pipelines for stability and resilience. Introduce the components of the Dataflow operational model; examine tools and techniques for troubleshooting and optimizing performance; and review testing, deployment, and reliability best practices for Dataflow pipelines.
By completing all four courses, you'll be equipped with skills and tools to confidently implement effective contemporary Google Cloud retail and ecommerce AI solutions.
In addition to the learning content in this program, there are three external resources that you can access:
- Vertex AI Search for Retail Overview Video
- Retail Search Best Practices
- Recommendations AI Best Practices
