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Introduction to Image Generation - Português Brasileiro

Google Cloud Training

Neste curso, apresentamos os modelos de difusão, uma família de modelos de machine learning promissora no campo da geração de imagens. Os modelos de difusão são baseados na física, mais especificamente na termodinâmica. Nos últimos anos, eles se popularizaram no setor e nas pesquisas. Esses modelos servem de base para ferramentas e modelos avançados de geração de imagem no Google Cloud. Este curso é uma introdução à teoria dos modelos de difusão e como eles devem ser treinados e implantados na Vertex AI.

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What's inside

Syllabus

Introdução à geração de imagens

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Desenvolvido pela Google Cloud Training, que é uma empresa do Google, um líder mundial no desenvolvimento de inteligência artificial e machine learning, o que demonstra a qualidade do curso

Aborda os modelos de difusão, uma abordagem inovadora na geração de imagens que ganhou popularidade no mercado e na pesquisa, o que indica a atualidade do curso

Fornece uma base para ferramentas e modelos avançados de geração de imagem no Google Cloud, o que sugere que o curso é relevante para profissionais que procuram usar essas tecnologias

Ensina os fundamentos dos modelos de difusão, o que é ideal para iniciantes que buscam uma compreensão básica dessa tecnologia

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Career center

Learners who complete Introduction to Image Generation - Português Brasileiro will develop knowledge and skills that may be useful to these careers:

Research Scientist

Research Scientists conduct research in a variety of scientific fields, including machine learning and computer vision. This course may be useful for Research Scientists who are interested in exploring the use of diffusion models for image generation. The course provides a comprehensive overview of the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Research Scientists who want to conduct research on image generation and develop new applications for this technology.

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Machine Learning Engineer

Machine Learning Engineers design, develop, and deploy machine learning models. This course may be useful for Machine Learning Engineers who are interested in working with diffusion models for image generation. The course provides a thorough introduction to the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Machine Learning Engineers who want to build and deploy image generation models for a variety of applications.

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Computer Vision Engineer

Computer Vision Engineers design and develop computer vision systems that can interpret and understand visual data. This course may be useful for Computer Vision Engineers who are interested in using diffusion models for image generation. The course provides a solid foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Computer Vision Engineers who want to build and deploy image generation systems for a variety of applications.

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Data Analyst

Data Analysts collect, analyze, and interpret data to help businesses make informed decisions. This course may be useful for Data Analysts who are interested in using diffusion models for image generation. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Data Analysts who want to use image generation to enhance their data analysis and visualization capabilities.

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Web Developer

Web Developers design and develop websites. This course may be useful for Web Developers who are interested in using image generation to create dynamic and interactive websites. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Web Developers who want to use image generation to create websites that are both visually appealing and engaging.

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Product Manager

Product Managers are responsible for the development and launch of new products. This course may be useful for Product Managers who are interested in developing image generation products. The course provides a solid understanding of the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Product Managers who want to build and launch image generation products that meet the needs of their customers.

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Technical Writer

Technical Writers create documentation for software and other technical products. This course may be useful for Technical Writers who are interested in using image generation to create visual aids for their documentation. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Technical Writers who want to use image generation to create high-quality visual aids that will help their readers understand complex technical concepts.

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UX Designer

UX Designers are responsible for designing the user experience of products and services. This course may be useful for UX Designers who are interested in using image generation to create user interfaces. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for UX Designers who want to use image generation to create user interfaces that are both visually appealing and easy to use.

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Graphic designer

Graphic Designers create visual concepts and designs for a variety of media. This course may be useful for Graphic Designers who are interested in using image generation to create new and innovative designs. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Graphic Designers who want to use image generation to create designs that are both visually appealing and effective.

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Photographer

Photographers take pictures of people, places, and things. This course may be useful for Photographers who are interested in using image generation to enhance their work. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Photographers who want to use image generation to create new and innovative images that will stand out from the crowd.

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Educator

Educators teach students in a variety of settings. This course may be useful for Educators who are interested in using image generation to create educational materials. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Educators who want to use image generation to create engaging and interactive educational materials that will help their students learn.

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Marketing Manager

Marketing Managers are responsible for developing and executing marketing campaigns. This course may be useful for Marketing Managers who are interested in using image generation to create marketing materials. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Marketing Managers who want to use image generation to create high-quality marketing materials that will engage their target audience.

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Artist

Artists create visual works of art. This course may be useful for Artists who are interested in using image generation to create new works of art. The course provides a foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Artists who want to use image generation to explore new creative possibilities and push the boundaries of their art.

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Data Scientist

Data Scientists use machine learning to solve advanced analytical problems and make informed data-driven decisions. This course may be useful for aspiring Data Scientists as it will provide a foundation in the theory of diffusion models, which are a family of machine learning models that are particularly well-suited for image generation. Understanding these models can be advantageous in the field of data science, as they can be used to generate synthetic data, enhance existing images, or create new images from scratch. Additionally, this course covers how to train and deploy diffusion models using Vertex AI, which is a cloud-based platform for machine learning.

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Software Engineer

Software Engineers design, develop, and maintain software systems. This course may be useful for Software Engineers who are interested in working with diffusion models for image generation. The course provides a solid foundation in the theory of diffusion models, as well as how to train and deploy them using Vertex AI. This knowledge can be valuable for Software Engineers who want to build and deploy image generation systems for a variety of applications.

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Reading list

We've selected 11 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Introduction to Image Generation - Português Brasileiro.

Deep Learning

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Provides a comprehensive overview of GANs, including their history, theory, and applications. It valuable resource for anyone interested in learning more about this topic.

(English) Deep Learning (Adaptive Computation and Machine...

Hardcover

$$$

(English) Deep Learning (Adaptive Computation and Machine...

Kindle Edition

$$$

Deep Learning

Save

Provides a comprehensive overview of deep learning, including its history, theory, and applications. It valuable resource for anyone interested in learning more about this topic.

Introduction to Image Generation - Português Brasileiro

What's inside

Syllabus

Good to know

Save this course

Activities

Career center

Reading list

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