# Generative AI Essentials on AWS

Welcome to the Generative AI Essentials on AWS. This document contains useful links to complement our 2025 trainings.

## Useful Links
Title | Link
--- | ---
AWS GenAI Keynote 2025|https://www.youtube.com/watch?v=prVdCIHlipg
AWS GenAI Keynote 2024|https://www.youtube.com/watch?v=qGzYTg5FIA4
AWS Use Cases|https://aws.amazon.com/ai/generative-ai/use-cases/
AWS GenAI Stack|https://aws.amazon.com/blogs/machine-learning/empowering-everyone-with-genai-to-rapidly-build-customize-and-deploy-apps-securely-highlights-from-the-aws-new-york-summit/
AWS AI/ML Stack|https://aws.amazon.com/blogs/machine-learning/celebrate-over-20-years-of-ai-ml-at-innovation-day/
From Prototype to Production|https://www.youtube.com/watch?v=aFQFiVOh3P0
Secure GenAI|https://www.youtube.com/watch?v=7jFldvyRsDk
OWASP Top 10 LLM|https://owasp.org/www-project-top-10-for-large-language-model-applications/
Prompt Engineering Guide|https://www.promptingguide.ai/de
Prompt Engineering Best Practices|https://www.youtube.com/watch?v=jlqgGkh1wzY

## Generative AI Services on AWS
Title | Link
--- | ---
Amazon Bedrock 2025|https://www.youtube.com/watch?v=b0qdrFi7MCw
Amazon Bedrock|https://www.youtube.com/watch?v=Mvw-wtNikDk&list=PL2yQDdvlhXf9-gpWUXLuHmUUbnlAzaftu
Amazon Q Business|https://www.youtube.com/watch?v=_nyG4oMScxY&pp=ygURYW1hem9uIHEgYnVzaW5lc3PSBwkJfgkBhyohjO8%3D
Amazon SageMaker|https://www.youtube.com/watch?v=5ZN-90fi3II
Amazon SageMaker JumpStart|https://www.youtube.com/watch?v=cTyXDhiltXw
AWS Trainium|https://www.youtube.com/watch?v=Bteba8KLeGc
AWS Inferentia|https://www.youtube.com/watch?v=jpqiG02Y2H4

## Amazon Bedrock Deep Dive
Title | Link
--- | ---
Guadrails|https://www.youtube.com/watch?v=srQxO_o9KgM
Responsible AI|https://www.youtube.com/watch?v=-zbLpHR4ZNo
Knowledge Base - RAG|https://www.youtube.com/watch?v=hnyDDfo8e9Q
Practical Example - Insurance Claims|https://www.youtube.com/watch?v=RFygzPr7qfw
Workshop: Building with Bedrock|https://catalog.workshops.aws/building-with-amazon-bedrock/en-US
Workshop: Bedrock Agents|https://catalog.workshops.aws/agents-for-amazon-bedrock/en-US

## Amazon Q Business Deep Dive
Title | Link
--- | ---
Q Business Demo|https://youtu.be/eBGrVkXq7YQ?t=720

## Trainings & Certification
Title | Link
--- | ---
AWS Certified AI Practitioner|https://www.flane.de/certification/caip
AI Practitioner Standard Prep Plan|https://explore.skillbuilder.aws/learn/public/learning_plan/view/2193/plan
AI Practitioner Standard Prep Course|https://explore.skillbuilder.aws/learn/course/external/view/elearning/19554/exam-prep-standard-course-aws-certified-ai-practitioner-aif-c01
Official Practice Question Set|https://explore.skillbuilder.aws/learn/course/external/view/elearning/19790/exam-prep-official-practice-question-set-aws-certified-ai-practitioner-aif-c01-english
AI Practitioner Extended Prep Plan|https://explore.skillbuilder.aws/learn/public/learning_plan/view/2194/plan
AI Practitioner Extended Prep Course|https://explore.skillbuilder.aws/learn/course/external/view/elearning/20479/exam-prep-enhanced-course-aws-certified-ai-practitioner-aif-c01-english
Official Pretest|https://explore.skillbuilder.aws/learn/course/external/view/elearning/20274/exam-prep-official-pretest-aws-certified-ai-practitioner-aif-c01-english
Developing Generative AI Applications on AWS|https://www.flane.de/course/amazon-dgaia
AWS Certified Machine Learning Engineer Associate|https://www.flane.de/certification/cmleaAWS
Certified Data Engineer Associate|https://www.flane.de/certification/AW-AWCDEA
AWS Certified Machine Learning Specialty|https://www.flane.de/certification/acmls

## LLMs for the Interested
Title | Link
--- | ---
Claude 4 System Prompt|https://simonwillison.net/2025/May/25/claude-4-system-prompt/
Deep Dive into LLMs|https://www.youtube.com/watch?v=7xTGNNLPyMI
DNNs and Transformers|https://www.youtube.com/watch?v=aircAruvnKk&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
FineWeb Dataset|https://huggingface.co/spaces/HuggingFaceFW/blogpost-fineweb-v1
Tokenization|https://tiktokenizer.vercel.app
Embedding Projector|https://projector.tensorflow.org
Transformer Explainer|https://poloclub.github.io/transformer-explainer/
GPT Computation|https://bbycroft.net/llm