Developing Generative AI Applications on AWS Training in Singapore

  • Learn via: Classroom
  • Duration: 2 Days
  • Level: Intermediate
  • Price: From €2,775+VAT
We can host this training at your preferred location. Contact us!

This course is designed to introduce generative artificial intelligence (AI) to software developers interested in using large language models (LLMs) without fine-tuning. The course provides an overview of generative AI, planning a generative AI project, getting started with Amazon Bedrock, the foundations of prompt engineering, and the architecture patterns to build generative AI applications using Amazon Bedrock and LangChain.

Activities
This course includes presentations, demonstrations, and group exercises

  • Describe generative AI and how it aligns to machine learning
  • Define the importance of generative AI and explain its potential risks and benefits
  • Identify business value from generative AI use cases
  • Discuss the technical foundations and key terminology for generative AI
  • Explain the steps for planning a generative AI project
  • Identify some of the risks and mitigations when using generative AI
  • Understand how Amazon Bedrock works
  • Familiarize yourself with basic concepts of Amazon Bedrock
  • Recognize the benefits of Amazon Bedrock
  • List typical use cases for Amazon Bedrock
  • Describe the typical architecture associated with an Amazon Bedrock solution
  • Understand the cost structure of Amazon Bedrock
  • Implement a demonstration of Amazon Bedrock in the AWS Management Console
  • Define prompt engineering and apply general best practices when interacting with foundation models (FMs)
  • Identify the basic types of prompt techniques, including zero-shot and few-shot learning
  • Apply advanced prompt techniques when necessary for your use case
  • Identify which prompt techniques are best suited for specific models
  • Identify potential prompt misuses
  • Analyze potential bias in FM responses and design prompts that mitigate that bias
  • Identify the components of a generative AI application and how to customize an FM
  • Describe Amazon Bedrock foundation models, inference parameters, and key Amazon Bedrock APIs
  • Identify Amazon Web Services (AWS) offerings that help with monitoring, securing, and governing your Amazon Bedrock applications
  • Describe how to integrate LangChain with LLMs, prompt templates, chains, chat models, text embeddings models, document loaders, retrievers, and Agents for Amazon Bedrock
  • Describe architecture patterns that you can implement with Amazon Bedrock for building generative AI applications
  • Apply the concepts to build and test sample use cases that use the various Amazon Bedrock models, LangChain, and the Retrieval Augmented Generation (RAG) approach


Contact us for more detail about our trainings and for all other enquiries!

Upcoming Trainings

Join our public courses in our Singapore facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

24 February 2025 (2 Days)
Singapore, Woodlands, Marine Parade
Classroom / Virtual Classroom
26 February 2025 (2 Days)
Singapore, Woodlands, Marine Parade
Classroom / Virtual Classroom
27 February 2025 (2 Days)
Singapore, Woodlands, Marine Parade
Classroom / Virtual Classroom
06 March 2025 (2 Days)
Singapore, Woodlands, Marine Parade
Classroom / Virtual Classroom
€2,775 +VAT
Book Now
24 February 2025 (2 Days)
Singapore, Woodlands, Marine Parade
Classroom / Virtual Classroom
26 February 2025 (2 Days)
Singapore, Woodlands, Marine Parade
Classroom / Virtual Classroom
27 February 2025 (2 Days)
Singapore, Woodlands, Marine Parade
Classroom / Virtual Classroom
06 March 2025 (2 Days)
Singapore, Woodlands, Marine Parade
Classroom / Virtual Classroom
€2,775 +VAT
Book Now
Developing Generative AI Applications on AWS Training Course in Singapore

Singapore, which is known officially as the Republic of Singapore, is a sovereign island city-state in maritime Southeast Asia and it consists of Singapore island and 60 islets. The capital city of Singapore is Singapore and the population of the island city-state is approximately 5,709,000. The official languages of Singapore are English, Chinese (Mandarin), Malay and Tamil.

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