ml_domains.md

ML Domains

Responsible AI

• [Video] Build trustworthy ML detection and monitor bias in ML models

ML Governance

Model Management

• [Blog] Improve governance of your machine learning models with Amazon SageMaker - Model Cards & Dashboard

Security

• [Docs] Security in Amazon SageMaker
• [Docs] Amazon SageMaker Role Manager - least-privilege access needs required for personas for ML personas

Cost Tracking & Control

• [Docs] SageMaker Pricing
• [Blog] Decrease Your Machine Learning Costs with Instance Price Reductions and Savings Plans for Amazon SageMaker
• [Docs] Machine Learning Savings Plans
• [Blog] Automatically shutdown idle resources on SageMaker Studio
• [Blog] Set up enterprise-level cost allocation for ML environments and workloads using resource tagging in Amazon SageMaker

Computer Vision

• [Blog] Using the TensorFlow 2 Object Detection API with Amazon SageMaker
• [Blog] Object detection with Detectron2 on Amazon SageMaker
• [Blog] [External] Semantic Segmantion with Hugging Face's Transformers & Amazon SageMaker
• [Blog] Build a medical image analysis pipeline on Amazon SageMaker using the MONAI framework
• [Blog] Scalable Medical Computer Vision Model Training with Amazon SageMaker

Natural Language Processing

• [Docs] [External] Hugging Face on Amazon SageMaker
• [Blog] [External] Unlock the Latest Transformer Models with Amazon SageMaker
• [Video] Hugging Face on Amazon SageMaker Tutorial - Part 1
• [Video] Hugging Face on Amazon SageMaker Tutorial - Part 2
• [Video] Hugging Face on Amazon SageMaker Tutorial - Part 3
• [Code] [External] Hugging Face Transformers Amazon SageMaker Examples

Audio

• [Blog] [External] Automatic Speech Recogntion with HuggingFace's Transformers & Amazon SageMaker

R

• [Blog] RStudio on SageMaker
• [Blog] [External] Overview of possible ways of running R workloads on SageMaker
• [Blog] Create Amazon SageMaker model building pipelines and deploy R models using RStudio on Amazon SageMaker
• [Blog] [External] Create reusable containers for R