[{"id":"77878","title":"Generative AI Applications","description":"

In this module, you learn about generative AI applications, and types of applications that can use the power of generative AI. You also learn about foundation models provided by Google, and challenges that exist when using generative AI in your applications.

","steps":[{"id":"539131","prompt":null,"isOptional":true,"activities":[{"id":"532034","href":"/paths/1282/course_sessions/27691963/documents/532034","isLocked":false,"duration":1800000,"title":"Getting started","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539132","prompt":null,"isOptional":true,"activities":[{"id":"532035","href":"/paths/1282/course_sessions/27691963/documents/532035","isLocked":false,"duration":1800000,"title":"Introduction to generative AI applications","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539133","prompt":null,"isOptional":true,"activities":[{"id":"532036","href":"/paths/1282/course_sessions/27691963/documents/532036","isLocked":false,"duration":1800000,"title":"Foundation models","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539134","prompt":null,"isOptional":true,"activities":[{"id":"532037","href":"/paths/1282/course_sessions/27691963/documents/532037","isLocked":false,"duration":1800000,"title":"Challenges of Gen AI for applications","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539135","prompt":null,"isOptional":true,"activities":[{"id":"532038","href":"/paths/1282/course_sessions/27691963/documents/532038","isLocked":false,"duration":1800000,"title":"Summary","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539136","prompt":null,"isOptional":false,"activities":[{"id":"532039","href":"/paths/1282/course_sessions/27691963/quizzes/532039","isLocked":false,"duration":2400000,"title":"Generative AI Applications Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"77879","title":"Prompts","description":"

In this module, you learn about generative AI prompts. A prompt is a natural language request submied to a language model to request a response back. You can design your prompts to improve the results being returned from a model.

","steps":[{"id":"539137","prompt":null,"isOptional":true,"activities":[{"id":"532040","href":"/paths/1282/course_sessions/27691963/documents/532040","isLocked":false,"duration":1800000,"title":"Getting started","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539138","prompt":null,"isOptional":true,"activities":[{"id":"532041","href":"/paths/1282/course_sessions/27691963/documents/532041","isLocked":false,"duration":1800000,"title":"Introduction to prompts","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539139","prompt":null,"isOptional":true,"activities":[{"id":"532042","href":"/paths/1282/course_sessions/27691963/documents/532042","isLocked":false,"duration":1800000,"title":"Prompt structure","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539140","prompt":null,"isOptional":true,"activities":[{"id":"532043","href":"/paths/1282/course_sessions/27691963/documents/532043","isLocked":false,"duration":1800000,"title":"Prompt engineering","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539141","prompt":null,"isOptional":true,"activities":[{"id":"532044","href":"/paths/1282/course_sessions/27691963/documents/532044","isLocked":false,"duration":1800000,"title":"Summary","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539142","prompt":null,"isOptional":false,"activities":[{"id":"532045","href":"/paths/1282/course_sessions/27691963/quizzes/532045","isLocked":false,"duration":2400000,"title":"Prompts Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"77880","title":"Get Started with Vertex AI Studio","description":"

In this module, you experiment with Vertex AI Studio, which provides tools to rapidly prototype, tune models with your own data, and seamlessly deploy to applications. You explore multimodal capabilities of Gemini, design prompts, and generate conversations.

","steps":[{"id":"539143","prompt":null,"isOptional":false,"activities":[{"id":"532046","href":"/paths/1282/course_sessions/27691963/labs/532046","isLocked":false,"duration":3600000,"title":"Get Started with Vertex AI Studio","description":"In this lab, you learn to build generative AI prototypes with Vertex AI Studio and Gemini, mastering prompt design and multimodal analysis in the console, all without coding.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"77881","title":"Retrieval Augmented Generation (RAG)","description":"

In this module, you learn how to improve the accuracy of foundation models. You learn about retrieval augmented generation, or RAG, a technique for grounding a foundation model with external sources of knowledge. You'll also see an example RAG-capable generative AI solution architecture on Google Cloud.

","steps":[{"id":"539144","prompt":null,"isOptional":true,"activities":[{"id":"532047","href":"/paths/1282/course_sessions/27691963/documents/532047","isLocked":false,"duration":1800000,"title":"Getting started","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539145","prompt":null,"isOptional":true,"activities":[{"id":"532048","href":"/paths/1282/course_sessions/27691963/documents/532048","isLocked":false,"duration":1800000,"title":"Improving foundation model accuracy","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539146","prompt":null,"isOptional":true,"activities":[{"id":"532049","href":"/paths/1282/course_sessions/27691963/documents/532049","isLocked":false,"duration":1800000,"title":"Retrieval Augmented Generation (RAG)","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539147","prompt":null,"isOptional":true,"activities":[{"id":"532050","href":"/paths/1282/course_sessions/27691963/documents/532050","isLocked":false,"duration":1800000,"title":"Retrieving relevant data","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539148","prompt":null,"isOptional":true,"activities":[{"id":"532051","href":"/paths/1282/course_sessions/27691963/documents/532051","isLocked":false,"duration":1800000,"title":"RAG architecture using Vertex AI","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539149","prompt":null,"isOptional":true,"activities":[{"id":"532052","href":"/paths/1282/course_sessions/27691963/documents/532052","isLocked":false,"duration":1800000,"title":"Summary","description":null,"type":"link","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"539150","prompt":null,"isOptional":false,"activities":[{"id":"532053","href":"/paths/1282/course_sessions/27691963/quizzes/532053","isLocked":false,"duration":2400000,"title":"Retrieval Augmented Generation Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"77882","title":"Build an LLM and RAG-based Chat Application","description":"

In this module, you build a chat application that uses large language models (LLMs) and retrieval augmented generation (RAG) to create engaging and informative conversations.

","steps":[{"id":"539151","prompt":null,"isOptional":false,"activities":[{"id":"532054","href":"/paths/1282/course_sessions/27691963/labs/532054","isLocked":false,"duration":6000000,"title":"Build an LLM and RAG-based Chat Application with AlloyDB and Vertex AI","description":"In this lab, you create a chat application that uses Retrieval Augmented Generation, or RAG, to augment prompts with data retrieved from AlloyDB.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"77883","title":"Course Resources","description":"

Link to lesson PDFs

","steps":[{"id":"539152","prompt":null,"isOptional":true,"activities":[{"id":"532055","href":"/paths/1282/course_sessions/27691963/documents/532055","isLocked":false,"duration":1800000,"title":"Course resources","description":null,"type":"document","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}]

03

Create Generative AI Apps on Google Cloud