# MLOps Engineering on AWS

Welcome to the MLOps Engineering on AWS. This document contains useful links to complement our April 2025 training.

## AI Services on AWS
Title | Link
--- | ---
Amazon SageMaker|https://www.youtube.com/watch?v=5ZN-90fi3II
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
AWS Trainium|https://www.youtube.com/watch?v=Bteba8KLeGc
AWS Inferentia|https://www.youtube.com/watch?v=jpqiG02Y2H4

## Amazon SageMaker Deep Dive
Title | Link
--- | ---
SageMaker MLOps|https://www.youtube.com/watch?v=UnAN35gu3Rw
Amazon SageMaker JumpStart|https://www.youtube.com/watch?v=cTyXDhiltXw
SageMaker Pipelines|https://www.youtube.com/watch?v=Hvz2GGU3Z8g
Redacting PII|https://aws.amazon.com/blogs/machine-learning/automatically-redact-pii-for-machine-learning-using-amazon-sagemaker-data-wrangler/
SageMaker Experiments|https://www.youtube.com/watch?v=kK1ohrpJFC0
Inference Recommender|https://www.youtube.com/watch?v=ZDcgBGNn5u8
Clarify|https://www.youtube.com/watch?v=jvcPZmnXaxo
Clarify Metrics List|https://hackmd.io/@gekart/sm-clariy-metrics
Model Monitor & Debugger|https://www.youtube.com/watch?v=0zqoeZxakOI

## Trainings & Certification
Title | Link
--- | ---
AWS Certified Machine Learning Engineer Associate|https://www.flane.de/certification/cmleaAWS
Enhanced Exam Prep Plan: AWS Machine Learning - Associate (MLA-C01)|https://explore.skillbuilder.aws/learn/learning_plan/view/2192/plan
Exam Prep Enhanced Course|https://explore.skillbuilder.aws/learn/course/internal/view/elearning/19876/exam-prep-enhanced-course-aws-certified-machine-learning-engineer-associate-mla-c01-english
Official Pretest|https://explore.skillbuilder.aws/learn/course/internal/view/elearning/19742/exam-prep-official-pretest-aws-certified-machine-learning-engineer-associate-mla-c01-english
Standard Exam Prep Plan|https://explore.skillbuilder.aws/learn/learning_plan/view/2191/plan
Exam Prep Standard Course|https://explore.skillbuilder.aws/learn/course/internal/view/elearning/19876/exam-prep-enhanced-course-aws-certified-machine-learning-engineer-associate-mla-c01-english
Official Practice Question Set|https://explore.skillbuilder.aws/learn/course/internal/view/elearning/19688/exam-prep-official-practice-question-set-aws-certified-machine-learning-engineer-associate-mla-c01-english
AWS Certified AI Practitioner|https://www.flane.de/certification/caip
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
--- | ---
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
GPT Computation|https://bbycroft.net/llm