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IBM: Models and Platforms for Generative AI

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This course focuses on the core concepts and models of generative AI, including deep learning and large language models. It covers the concept of foundation models and the capabilities of pre-trained models and platforms for AI application development.

Models and Platforms for Generative AI
3 semanas
1–3 horas por semana
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Models and Platforms for Generative AI

Sobre este curso

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This course is designed for enthusiasts and practitioners who share an interest in the rapidly advancing field of generative AI.

This course centers around the core concepts and generative AI models that form the building blocks of generative AI. You will delve into the concepts of deep learning and large language models (LLMs). You will learn about GANs, VAEs, transformers, and diffusion models – the fundamental components of generative AI.

You will learn about the concept of foundation models. You will gain insights into the capabilities of pre-trained models and platforms for AI application development. The course will also cover how foundation models utilize these platforms to generate text, images, and code. Additionally, participants will explore various generative AI platforms such as IBM watsonX and Hugging Face.

The course includes practical hands-on labs, offering participants the chance to delve into the applications of generative AI using the IBM Generative AI Classroom and platforms like IBM watsonX. Throughout the course, you'll have the opportunity to explore various models, including IBM Granite, OpenAI GPT, Google Flan, and Meta Llama. Additionally, expert practitioners will share insights into the capabilities, applications, and tools of generative AI.

De un vistazo

  • Language English
  • Video Transcript English
  • Associated programs
  • Associated skillsArtificial Intelligence, Application Development, Deep Learning, Transformers (Electrical)

Lo que aprenderás

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  • Describe the fundamental concepts of generative AI.
  • Explore the building blocks of generative AI, including GANs, VAEs, transformers, and diffusion models.
  • Explain the concept of foundation models in generative AI.
  • Explore the ability of foundation models to generate text, images, and code using pre-trained models.
  • Describe the features, capabilities, and applications of different generative AI platforms, including IBM watsonx and Hugging Face.

Plan de estudios

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Module 1: Models for Generative AI

  • Video: Course Introduction
  • Reading: Course Overview
  • Reading: Program Overview
  • Reading: Helpful Tips for Course Completion
  • Video: Deep Learning and Large Language Models
  • Video: Generative AI Models
  • Video: Foundation Models
  • Hands-on Labs: Generative AI Foundation Models
  • Reading: Module Summary
  • Practice Quiz: Core Concepts and Models of Generative AI
  • Discussion Prompt: Working with Foundation Models
  • Reading: IBM Granite Foundation Models
  • Graded Quiz: Models for Generative AI

Module 2: Platforms for Generative AI

  • Video: Pre-trained Models: Text-to-Text Generation
  • Hands-on Lab: Develop AI Applications with the Foundation Models
  • Video: Pre-trained Models: Text-to-Image Generation
  • Video: Pre-trained Models: Text-to-Code Generation
  • Hands-on Lab: Develop AI Applications for Code Generation
  • Video: IBM watsonx.ai
  • Video 5: Hugging Face
  • Reading: Module Summary
  • Practice Quiz: Pre-trained Models and Platforms for AI Applications Development
  • Graded Quiz: Platforms for Generative AI

Module 3: Course Quiz, Project, and Wrap-up

  • Glossary - Generative AI: Foundation Models and Platforms
  • Final Project: Working with IBM Granite Foundation Models
  • Graded Quiz: Generative AI: Foundation Models and Platforms
  • Reading: Congratulations and Next Steps
  • Reading: Thanks from the Course Team

¿Quién puede hacer este curso?

Lamentablemente, las personas residentes en uno o más de los siguientes países o regiones no podrán registrarse para este curso: Irán, Cuba y la región de Crimea en Ucrania. Si bien edX consiguió licencias de la Oficina de Control de Activos Extranjeros de los EE. UU. (U.S. Office of Foreign Assets Control, OFAC) para ofrecer nuestros cursos a personas en estos países y regiones, las licencias que hemos recibido no son lo suficientemente amplias como para permitirnos dictar este curso en todas las ubicaciones. edX lamenta profundamente que las sanciones estadounidenses impidan que ofrezcamos todos nuestros cursos a cualquier persona, sin importar dónde viva.

Este curso es parte del programa Generative AI for Everyone Professional Certificate

Más información 
Instrucción por expertos
5 cursos de capacitación
A tu ritmo
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4 meses
1 - 3 horas semanales

Formas de realizar este curso

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Verified Track

Audit Track

Costo

49 US$

Free

Acceso a los materiales del curso

Ilimitado

Limitado

Caduca el 29 nov

World class institutions and universities

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