Applying Machine Learning to your Data with GCP
Want to know how to query and process petabytes of data in seconds? Curious about data analysis that scales automatically as your data grows? Welcome to the Data Insights course! This accelerated online course teaches participants how to derive insights through data analysis and visualization using the Google Cloud Platform. The course features interactive scenarios and hands-on labs where participants explore, mine, load, visualize, and extract insights from diverse Google BigQuery datasets. The course covers data loading, querying, schema modeling, optimizing performance, query pricing, and data visualization.
What you'll learn
Want to know how to query and process petabytes of data in seconds? Curious about data analysis that scales automatically as your data grows? Welcome to the Data Insights course! This accelerated online course teaches participants how to derive insights through data analysis and visualization using the Google Cloud Platform. The course features interactive scenarios and hands-on labs where participants explore, mine, load, visualize, and extract insights from diverse Google BigQuery datasets. The course covers data loading, querying, schema modeling, optimizing performance, query pricing, and data visualization.
Table of contents
- Pre-Trained ML Models 3m
- Demo:Cloud Translate and Vision APIs 5m
- Demo:Natural Language Processing API 4m
- Collaborative Notebooks in the Cloud 5m
- Demo:Cloud Datalab with BigQuery and Google Analytics 8m
- Accessing BigQuery datasets from Cloud Datalab 15m
- Visualizing Datasets in Charts 2m
- Lab Overview 0m
- Lab: Practice with ML APIs in Cloud Datalab v1.5 0m
- Lab Walkthrough 11m
- What makes a dataset good for ML? 2m
- Choosing good features 9m
- Exploring and Preprocessing Data 1m
- Demo:Exploring and Preprocessing Data 6m
- Other Tools for Creating Data Pipelines 1m
- Knowing the Unknowable 5m
- Creating Repeatable Dataset Splits 2m
- Lab: Creating Repeatable Dataset Splits in BigQuery v1.5 0m
- Lab Solution:Creating Repeatable Dataset Splits 9m
- Introducing BigQuery Machine Learning 5m
- Phases of Model Building 2m
- Demo:Predicting Taxi Cab Fare 10m
- Demo:Creating a Classification Model 13m
- Lab Intro:Predicting Visitor Return Purchases with BigQuery 2m
- Lab: Predict Visitor Purchases with a Classification Model in BQML v1.5 0m
- Lab Solution:Predicting Visitor Return Purchases in BigQuery 21m
- Lab: Predict Taxi Fare with a BigQuery ML Forecasting Model v1.5 0m
