Overview
UPDATED October 2024 to Include Claude 3.5 Sonnet v2 - Basic to Advanced Generative Artificial Intelligence on AWS
Syllabus
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- Introduction to Amazon Bedrock and Generative AI
-- Overview of Generative AI and its applications
-- Introduction to Amazon Bedrock platform
-- Importance and potential impact of AI on various industries
- Fundamentals of Generative AI
-- Key concepts in Generative AI
-- Machine learning strategies for generative models
-- Overview of popular generative models (e.g., GANs, VAEs)
- Setting Up Amazon Bedrock
-- Creating and configuring an AWS account
-- Navigating the Amazon Bedrock interface
-- Resource management and cost optimization
- Core Services and Tools of Amazon Bedrock
-- Overview of core services (e.g., model training, data processing)
-- Tools for deploying and maintaining AI models
-- Integration with other AWS services for enhanced functionality
- Building Generative Models with Amazon Bedrock
-- Data preparation and preprocessing techniques
-- Training models using Amazon Bedrock
-- Best practices for tuning and optimizing model performance
- Deploying and Scaling Generative AI Solutions
-- Strategies for deploying models in production
-- Scaling solutions with AWS's infrastructure
-- Monitoring and managing AI model lifecycle
- Advanced Topics in Generative AI
-- Fine-tuning pre-trained models
-- Exploring cutting-edge generative techniques
-- Case studies and real-world applications
- Security and Compliance in AI on AWS
-- Ensuring data privacy and compliance
-- Security best practices
-- Ethical considerations in deploying generative AI
- Hands-On Labs and Projects
-- Practical exercises to reinforce learning
-- Full project from data processing to model deployment
-- Feedback and iterative improvement techniques
- Future Trends and Innovations in Generative AI
-- Emerging trends and technologies in AI
-- Roadmap for future learning and professional development
- Conclusion and Certification
-- Summary of key learnings
-- Pathways to certification
-- Career opportunities in Generative AI with Amazon Bedrock
Taught by
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On-Demand
