Generative AI for Developers Learning Path

school 9 activities
update Last updated 5 months
person Managed by Google Cloud
A Generative AI Learning Path with a technical focus, built for App Developers, ML Engineers, and Data Scientists. Recommended prerequisite: Introduction to Generative AI learning path.
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01

Introduction to Image Generation

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access_time 8 hours
show_chart Introductory

This course introduces diffusion models, a family of machine learning models that recently showed promise in the image generation space. Diffusion models draw inspiration from physics, specifically thermodynamics. Within the last few years, diffusion models became popular in both research...

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02

Attention Mechanism

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access_time 8 hours
show_chart Intermediate

This course will introduce you to the attention mechanism, a powerful technique that allows neural networks to focus on specific parts of an input sequence. You will learn how attention works, and how it can be used to improve the...

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03

Encoder-Decoder Architecture

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access_time 8 hours
show_chart Intermediate

This course gives you a synopsis of the encoder-decoder architecture, which is a powerful and prevalent machine learning architecture for sequence-to-sequence tasks such as machine translation, text summarization, and question answering. You learn about the main components of the encoder-decoder...

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04

Transformer Models and BERT Model

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access_time 8 hours
show_chart Introductory

This course introduces you to the Transformer architecture and the Bidirectional Encoder Representations from Transformers (BERT) model. You learn about the main components of the Transformer architecture, such as the self-attention mechanism, and how it is used to build the...

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05

Create Image Captioning Models

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access_time 8 hours
show_chart Intermediate

This course teaches you how to create an image captioning model by using deep learning. You learn about the different components of an image captioning model, such as the encoder and decoder, and how to train and evaluate your model....

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06

Introduction to Generative AI Studio

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access_time 8 hours
show_chart Introductory

This course introduces Generative AI Studio, a product on Vertex AI, that helps you prototype and customize generative AI models so you can use their capabilities in your applications. In this course, you learn what Generative AI Studio is, its...

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07

Generative AI Explorer - Vertex AI

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access_time 4 hours 15 minutes
show_chart Introductory

The Generative AI Explorer - Vertex Quest is a collection of labs on how to use Generative AI on Google Cloud. Through the labs, you will learn about how to use the models in the Vertex AI PaLM API family,...

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08

Explore and Evaluate Models using Model Garden

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access_time 1 hour
show_chart Intermediate

In this lab, you explore and evaluate AI models using Model Garden.

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09

Prompt Design using PaLM

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access_time 1 hour 30 minutes
show_chart Introductory

This lab focuses on the essentials and best practices of prompt design to help you learn how to design good quality prompts, how to interact with PaLM to get the responses you’re looking for, and how to be aware of...

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