A curated guide for remote attendees of AWS re:Invent 2021, focused on NLP and machine learning sessions. Highlights include the CEO and ML keynotes, plus five recommended sessions covering SageMaker auto-scaling for inference, MLOps practices, model deployment optimization, and real-world ML use cases from DayTwo and AstraZeneca. A bonus session on Rust's energy efficiency and security benefits is also included.
Table of contents
Guide[ARS202] AWS re:Invent keynote live stream: CEO[ARS203] AWS re:Invent keynote live stream: Machine learning[AIM328] Automatically scale Amazon SageMaker endpoints for inference[STP219] DayTwo redefines microbiome analysis using AWS frameworks[LFS305] Delivering life-changing medicines at AstraZeneca with data and AI[AIM417] Easily deploy models for the best performance & cost using Amazon SageMaker[AIM320] Implementing MLOps practices with Amazon SageMaker, featuring VanguardBonus Tip:[OPN320] Using Rust to minimize environmental impactConclusions1 Impression