Quiz - Generative AI Fundamentals

Overzicht

This course was developed by members of AWS Training & Certification India. The content is intended to complement our standard training curriculum and augment your AWS learning journey.

Lesprogramma

• Introduction to Generative AI
Overview of Generative AI
Applications and Use Cases
Ethical Considerations
• Generative Models
Understanding Generative vs. Discriminative Models
Types of Generative Models
Variational Autoencoders (VAEs)
Generative Adversarial Networks (GANs)
Transformer-based Models
• Generative AI on AWS
AWS Machine Learning Services Overview
Using AWS Deep Learning AMIs
Implementing Generative Models on AWS
• Variational Autoencoders (VAEs)
VAE Fundamentals
Training and Optimization
Practical Applications of VAEs
• Generative Adversarial Networks (GANs)
GAN Architecture
Training Techniques and Challenges
Real-world Applications
• Transformer-based Models
Introduction to Transformers
Key Components: Encoders and Decoders
Applying Transformers for Generation Tasks
• Ethical and Responsible AI
Bias and Fairness in AI Models
Privacy and Security Considerations
Best Practices for Responsible AI Development
• Integrated Quiz and Assessment
Knowledge Check on Generative AI Concepts
Practical Scenario-based Assessments
Final Project: Building a Simple Generative Model
• Course Summary and Resources
Recap of Key Learnings
Recommended Reading and Further Learning Materials
AWS Documentation and Tools for Generative AI

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Vakgebieden

Computer Science