Developing Generative AI applications on AWS Course Overview
The 'Developing Generative AI Applications on AWS' course equips professionals with the skills to harness the power of generative AI in cloud environments. Ideal for software developers, data scientists, and AI enthusiasts, it covers essential tools and techniques to create innovative applications, driving efficiency and creativity in various industries. Unlock your potential in the rapidly evolving AI landscape.
Course outline & what you'll learn
- Introduction to Generative AI
Overview of Generative AI concepts
- Applications of Generative AI across industries
- AWS AI and Machine Learning Services
- Introduction to AWS AI/ML services
Overview of Amazon SageMaker
- Leveraging Amazon Rekognition, Polly, and other AI services
- Building Generative AI Models
- Data preparation and preprocessing techniques
- Model selection and training processes
- Deployment strategies for generative models
- Fine-tuning and Optimization
- Techniques for improving model performance
- Hyperparameter tuning in SageMaker
- Best practices for model evaluation
- Integrating Generative AI with AWS Infrastructure
- Using AWS Lambda for serverless AI applications
- API management with Amazon API Gateway
- Data storage and retrieval with Amazon S3 and DynamoDB
- Security and Compliance
- Security best practices for AI applications
- Compliance considerations in AI development
- Case Studies and Hands-on Labs
- Real-world examples of Generative AI applications
- Hands-on labs for building and deploying models
- Future Trends and Considerations
- Emerging trends in Generative AI
- Ethical and responsible AI development considerations
- Course Summary and Conclusion
- Recap of key learnings
- Guidance for further learning and professional development in Generative AI
Why train with Traincrest
This AWS course is delivered by Traincrest's certified instructors, live online or in the classroom, with hands-on labs and a 98% exam success rate. Trusted by 500+ companies and 50,000+ students worldwide.