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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
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Argo CD

ApplicationSets Repository|https://codefresh.io/blog/how-to-structure-your-argo-cd-repositories-using-application-sets/Repository for Promotion|https://codefresh.io/blog/how-to-model-your-gitops-environments-and-promote-releases-between-them/

May 13, 2025
Create a simple kubeadm managed k8s cluster

aws ec2 run-instances –image-id ami-04a5bacc58328233d –count 1 –instance-type m5.large –key-name arch-kube –tag-specifications 'ResourceType=instance,Tags=[{Key=Name,Value=KubeCPNode}]' –security-group-ids sg-00602c535f193f185 –subnet-id subnet-0b698c29da2490c1e –associate-public-ip-address

May 12, 2025
Architecting on Kubernetes

Welcome to the Architecting on Kubernetes class. This notes contain a lot of supporting material from public sources that will further improve your understanding of Kubernetes and the corresponding tools.

May 3, 2025
Calico Kubernetes CNI Quiz

What is Calico CNI in the context of Kubernetes?

Apr 29, 2025
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