HackMD
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
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 |
