[{"id":"74352","title":"Course Introduction","description":"

This section welcomes learners to the Big Data and Machine Learning Fundamentals course, and provides an overview of the course structure and goals.

","steps":[{"id":"516261","prompt":null,"isOptional":true,"activities":[{"id":"509086","href":"/course_sessions/27197399/video/509086","isLocked":false,"duration":85000,"title":"Meet the author","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516262","prompt":null,"isOptional":true,"activities":[{"id":"509087","href":"/course_sessions/27197399/video/509087","isLocked":false,"duration":247000,"title":"Course introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"74353","title":"Big Data and Machine Learning on Google Cloud","description":"

This section explores the key components of Google Cloud's infrastructure. It's here that we introduce many of the big data and machine learning products and services that support the data-to AI lifecycle on Google Cloud.

","steps":[{"id":"516263","prompt":null,"isOptional":true,"activities":[{"id":"509088","href":"/course_sessions/27197399/video/509088","isLocked":false,"duration":118000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516264","prompt":null,"isOptional":true,"activities":[{"id":"509089","href":"/course_sessions/27197399/video/509089","isLocked":false,"duration":139000,"title":"Google Cloud infrastructure","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516265","prompt":null,"isOptional":true,"activities":[{"id":"509090","href":"/course_sessions/27197399/video/509090","isLocked":false,"duration":339000,"title":"Compute","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516266","prompt":null,"isOptional":true,"activities":[{"id":"509091","href":"/course_sessions/27197399/video/509091","isLocked":false,"duration":342000,"title":"Storage","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516267","prompt":null,"isOptional":true,"activities":[{"id":"509092","href":"/course_sessions/27197399/video/509092","isLocked":false,"duration":223000,"title":"The history of big data and ML products","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516268","prompt":null,"isOptional":true,"activities":[{"id":"509093","href":"/course_sessions/27197399/video/509093","isLocked":false,"duration":152000,"title":"Big data and ML product categories","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516269","prompt":null,"isOptional":true,"activities":[{"id":"509094","href":"/course_sessions/27197399/video/509094","isLocked":false,"duration":239000,"title":"Customer example: Gojek","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516270","prompt":null,"isOptional":true,"activities":[{"id":"509095","href":"/course_sessions/27197399/video/509095","isLocked":false,"duration":47000,"title":"Lab introduction: Exploring a BigQuery Public Dataset","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516271","prompt":null,"isOptional":false,"activities":[{"id":"509096","href":"/course_sessions/27197399/labs/509096","isLocked":false,"duration":3600000,"title":"Exploring a BigQuery Public Dataset","description":"Ready to analyze large datasets in the cloud? In this fundamental lab, you will use BigQuery to load and analyze a public dataset with SQL.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516272","prompt":null,"isOptional":true,"activities":[{"id":"509097","href":"/course_sessions/27197399/video/509097","isLocked":false,"duration":76000,"title":"Summary","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516273","prompt":null,"isOptional":false,"activities":[{"id":"509098","href":"/course_sessions/27197399/quizzes/509098","isLocked":false,"duration":1800000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516274","prompt":null,"isOptional":true,"activities":[{"id":"509099","href":"/course_sessions/27197399/documents/509099","isLocked":false,"duration":1800000,"title":"Reading list","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"74354","title":"Data Engineering for Streaming Data","description":"

This section introduces Google Cloud's solution to managing streaming data. It examines an end-to-end pipeline, including data ingestion with Pub/Sub, data processing with Dataflow, and data visualization with Looker and Looker Studio.

","steps":[{"id":"516275","prompt":null,"isOptional":true,"activities":[{"id":"509100","href":"/course_sessions/27197399/video/509100","isLocked":false,"duration":159000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516276","prompt":null,"isOptional":true,"activities":[{"id":"509101","href":"/course_sessions/27197399/video/509101","isLocked":false,"duration":121000,"title":"Big data challenges","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516277","prompt":null,"isOptional":true,"activities":[{"id":"509102","href":"/course_sessions/27197399/video/509102","isLocked":false,"duration":297000,"title":"Message-oriented architecture","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516278","prompt":null,"isOptional":true,"activities":[{"id":"509103","href":"/course_sessions/27197399/video/509103","isLocked":false,"duration":137000,"title":"Designing streaming pipelines with Apache Beam","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516279","prompt":null,"isOptional":true,"activities":[{"id":"509104","href":"/course_sessions/27197399/video/509104","isLocked":false,"duration":216000,"title":"Implementing streaming pipelines on Cloud Dataflow","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516280","prompt":null,"isOptional":true,"activities":[{"id":"509105","href":"/course_sessions/27197399/video/509105","isLocked":false,"duration":179000,"title":"Visualization with Looker","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516281","prompt":null,"isOptional":true,"activities":[{"id":"509106","href":"/course_sessions/27197399/video/509106","isLocked":false,"duration":88000,"title":"Visualization with Looker Studio","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516282","prompt":null,"isOptional":true,"activities":[{"id":"509107","href":"/course_sessions/27197399/video/509107","isLocked":false,"duration":51000,"title":"Lab introduction: Creating a streaming data pipeline for a Real-Time dashboard with Dataflow","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516283","prompt":null,"isOptional":false,"activities":[{"id":"509108","href":"/course_sessions/27197399/labs/509108","isLocked":false,"duration":3600000,"title":"Creating a Streaming Data Pipeline for a Real-Time Dashboard with Dataflow","description":"Want to build streaming data pipelines that feed management dashboards? In this lab you will build a pipeline that streams large volumes of records into BigQuery for analysis and visualization.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516284","prompt":null,"isOptional":true,"activities":[{"id":"509109","href":"/course_sessions/27197399/video/509109","isLocked":false,"duration":66000,"title":"Summary","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516285","prompt":null,"isOptional":false,"activities":[{"id":"509110","href":"/course_sessions/27197399/quizzes/509110","isLocked":false,"duration":1500000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516286","prompt":null,"isOptional":true,"activities":[{"id":"509111","href":"/course_sessions/27197399/documents/509111","isLocked":false,"duration":1800000,"title":"Reading list","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"74355","title":"Big Data with BigQuery","description":"

This section introduces learners to BigQuery, Google's fully-managed, serverless data warehouse. It also explores BigQuery ML, and the processes and key commands that are used to build custom machine learning models.

","steps":[{"id":"516287","prompt":null,"isOptional":true,"activities":[{"id":"509112","href":"/course_sessions/27197399/video/509112","isLocked":false,"duration":330000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516288","prompt":null,"isOptional":true,"activities":[{"id":"509113","href":"/course_sessions/27197399/video/509113","isLocked":false,"duration":231000,"title":"Storage and analytics","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516289","prompt":null,"isOptional":true,"activities":[{"id":"509114","href":"/course_sessions/27197399/video/509114","isLocked":false,"duration":426000,"title":"Demo: Querying TB of data in seconds","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516290","prompt":null,"isOptional":true,"activities":[{"id":"509115","href":"/course_sessions/27197399/video/509115","isLocked":false,"duration":265000,"title":"Introduction to BigQuery ML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516291","prompt":null,"isOptional":true,"activities":[{"id":"509116","href":"/course_sessions/27197399/video/509116","isLocked":false,"duration":277000,"title":"Using BigQuery ML to predict customer lifetime value","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516292","prompt":null,"isOptional":true,"activities":[{"id":"509117","href":"/course_sessions/27197399/video/509117","isLocked":false,"duration":122000,"title":"BigQuery ML project phases","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516293","prompt":null,"isOptional":true,"activities":[{"id":"509118","href":"/course_sessions/27197399/video/509118","isLocked":false,"duration":206000,"title":"BigQuery ML key commands","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516294","prompt":null,"isOptional":true,"activities":[{"id":"509119","href":"/course_sessions/27197399/video/509119","isLocked":false,"duration":37000,"title":"Lab introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516295","prompt":null,"isOptional":false,"activities":[{"id":"509120","href":"/course_sessions/27197399/labs/509120","isLocked":false,"duration":3600000,"title":"Predict Visitor Purchases with BigQuery ML","description":"In this lab, you learn how to create and evaluate a machine learning model with BigQuery ML and use the model to predict purchase behavior.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516296","prompt":null,"isOptional":true,"activities":[{"id":"509121","href":"/course_sessions/27197399/video/509121","isLocked":false,"duration":103000,"title":"Summary","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516297","prompt":null,"isOptional":false,"activities":[{"id":"509122","href":"/course_sessions/27197399/quizzes/509122","isLocked":false,"duration":2400000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516298","prompt":null,"isOptional":true,"activities":[{"id":"509123","href":"/course_sessions/27197399/documents/509123","isLocked":false,"duration":1800000,"title":"Reading list","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"74356","title":"Machine Learning Options on Google Cloud","description":"

This section explores four different options to build machine learning models on Google Cloud. It also introduces Vertex AI, Google's unified platform for building and managing the lifecycle of ML projects.

","steps":[{"id":"516299","prompt":null,"isOptional":true,"activities":[{"id":"509124","href":"/course_sessions/27197399/video/509124","isLocked":false,"duration":138000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516300","prompt":null,"isOptional":true,"activities":[{"id":"509125","href":"/course_sessions/27197399/video/509125","isLocked":false,"duration":224000,"title":"Options to build ML models","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516301","prompt":null,"isOptional":true,"activities":[{"id":"509126","href":"/course_sessions/27197399/video/509126","isLocked":false,"duration":133000,"title":"Pre-built APIs","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516302","prompt":null,"isOptional":true,"activities":[{"id":"509127","href":"/course_sessions/27197399/video/509127","isLocked":false,"duration":414000,"title":"AutoML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516303","prompt":null,"isOptional":true,"activities":[{"id":"509128","href":"/course_sessions/27197399/video/509128","isLocked":false,"duration":80000,"title":"Custom training","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516304","prompt":null,"isOptional":true,"activities":[{"id":"509129","href":"/course_sessions/27197399/video/509129","isLocked":false,"duration":231000,"title":"Vertex AI","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516305","prompt":null,"isOptional":true,"activities":[{"id":"509130","href":"/course_sessions/27197399/video/509130","isLocked":false,"duration":141000,"title":"AI Solutions","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516306","prompt":null,"isOptional":true,"activities":[{"id":"509131","href":"/course_sessions/27197399/video/509131","isLocked":false,"duration":121000,"title":"Summary","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516307","prompt":null,"isOptional":false,"activities":[{"id":"509132","href":"/course_sessions/27197399/quizzes/509132","isLocked":false,"duration":1500000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516308","prompt":null,"isOptional":true,"activities":[{"id":"509133","href":"/course_sessions/27197399/documents/509133","isLocked":false,"duration":1800000,"title":"Reading list","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"74357","title":"The Machine Learning Workflow with Vertex AI","description":"

This section focuses on the three key phases--data preparation, model training, and model preparation--of the machine learning workflow in Vertex AI. Learners get the opportunity to practice building a machine learning model with AutoML.

","steps":[{"id":"516309","prompt":null,"isOptional":true,"activities":[{"id":"509134","href":"/course_sessions/27197399/video/509134","isLocked":false,"duration":334000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516310","prompt":null,"isOptional":true,"activities":[{"id":"509135","href":"/course_sessions/27197399/video/509135","isLocked":false,"duration":203000,"title":"Data preparation","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516311","prompt":null,"isOptional":true,"activities":[{"id":"509136","href":"/course_sessions/27197399/video/509136","isLocked":false,"duration":239000,"title":"Model training","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516312","prompt":null,"isOptional":true,"activities":[{"id":"509137","href":"/course_sessions/27197399/video/509137","isLocked":false,"duration":297000,"title":"Model evaluation","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516313","prompt":null,"isOptional":true,"activities":[{"id":"509138","href":"/course_sessions/27197399/video/509138","isLocked":false,"duration":225000,"title":"Model deployment and monitoring","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516314","prompt":null,"isOptional":true,"activities":[{"id":"509139","href":"/course_sessions/27197399/video/509139","isLocked":false,"duration":34000,"title":"Lab introduction: Predicting loan risk with AutoML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516315","prompt":null,"isOptional":false,"activities":[{"id":"509140","href":"/course_sessions/27197399/labs/509140","isLocked":false,"duration":4200000,"title":"Vertex AI: Predicting Loan Risk with AutoML","description":"In this lab, you will use AutoML on Vertex AI to train and serve a model with tabular data. Vertex AI is the newest AI product offering on Google Cloud, and is currently in preview.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516316","prompt":null,"isOptional":true,"activities":[{"id":"509141","href":"/course_sessions/27197399/video/509141","isLocked":false,"duration":185000,"title":"Lab recap: Predicting loan risk with AutoML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516317","prompt":null,"isOptional":true,"activities":[{"id":"509142","href":"/course_sessions/27197399/video/509142","isLocked":false,"duration":44000,"title":"Summary","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516318","prompt":null,"isOptional":false,"activities":[{"id":"509143","href":"/course_sessions/27197399/quizzes/509143","isLocked":false,"duration":1800000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"516319","prompt":null,"isOptional":true,"activities":[{"id":"509144","href":"/course_sessions/27197399/documents/509144","isLocked":false,"duration":1800000,"title":"Reading list","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"74358","title":"Course Summary","description":"

This section reviews the topics covered in the course, and provides additional resources for further learning.

","steps":[{"id":"516320","prompt":null,"isOptional":true,"activities":[{"id":"509145","href":"/course_sessions/27197399/video/509145","isLocked":false,"duration":246000,"title":"Course summary","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"next-steps","title":"Your Next Steps","description":null,"steps":[{"id":"badge-step","prompt":null,"isOptional":true,"activities":[{"id":"badge","href":null,"isLocked":true,"duration":null,"title":"Course Badge","description":null,"type":"badge","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":true}]

Google Cloud Big Data and Machine Learning Fundamentals