AWS re:Invent 2021 - ML関連セッションまとめ - 

YouTubeにアップされた動画から、ML関連を抜き出し


# キーノート
AWS re:Invent 2021 - Database, Analytics, and Machine Learning Keynote with Swami Sivasubramanian
https://www.youtube.com/watch?v=ue9aumC7AAk&t=6052s

# Amazon.com アーキテクチャ
AWS re:Invent 2021 - MLOps at Amazon: How to productionize ML workloads at scale
https://www.youtube.com/watch?v=fJer8dO3iFU&t=660s


AWS re:Invent 2021 - Lumos: Amazon’s internal, large-scale serverless payments system
https://www.youtube.com/watch?v=8DkwUeZeVHo


AWS re:Invent 2021 - Under the hood at Amazon Ads
https://www.youtube.com/watch?v=BS4MPpEO66I


AWS re:Invent 2021 - Inside Amazon operations: Operations automated at scale
https://www.youtube.com/watch?v=XJNTo7K4glo


AWS re:Invent 2021 - How Amazon.com transforms customer experiences through AI/ML
https://www.youtube.com/watch?v=Or7PUR6wl88


# 新サービス
AWS re:Invent 2021 - AWS On Air ft. Amazon SageMaker Ground Truth Plus | AWS Events
https://www.youtube.com/watch?v=HzuUKzV4bAg


AWS re:Invent 2021 - {New Launch} Introducing Amazon SageMaker Ground Truth Plus
https://www.youtube.com/watch?v=Y3Lo63yiqsU


AWS re:Invent 2021 - {New Launch} Amazon SageMaker serverless inference (Preview)
https://www.youtube.com/watch?v=KB6vLQGixjA


AWS re:Invent 2021 - {New Launch} Introducing Amazon SageMaker Training Compiler
https://www.youtube.com/watch?v=IQLMSk4qia4


AWS re:Invent 2021 - {New Launch} Introducing Amazon SageMaker Canvas
https://www.youtube.com/watch?v=8gm1TD9TXp0
BMWのMLOpsアーキテクチャ投影あり

AWS re:Invent 2021 - {New Launch} Introducing Amazon SageMaker Studio Lab
https://www.youtube.com/watch?v=4Vri7vVh-tg


AWS re:Invent 2021 - {New Launch} Introducing AWS Trainium-based Amazon EC2 Trn1 instances
https://www.youtube.com/watch?v=_6y-AWmTako
まだSageMakerにはきていない


# AIサービス
AWS re:Invent 2021 - Build standout user experiences using ML with Amazon Personalize
https://www.youtube.com/watch?v=vRO_DFQ7Aq8


AWS re:Invent 2021 - How Bloomberg invested in smarter search with Amazon Kendra
https://www.youtube.com/watch?v=VdhxHyIxuo8


AWS re:Invent 2021 - Learn how Aon turned documents into insights with AWS AI services
https://www.youtube.com/watch?v=90cfsIoUl_I


# MLOps関連
AWS re:Invent 2021 - Implementing MLOps practices with Amazon SageMaker, featuring Vanguard
https://www.youtube.com/watch?v=fuXUi_hoK78


AWS re:Invent 2021 - Accelerate innovation with machine learning
https://www.youtube.com/watch?v=egD6qsRapNY


AWS re:Invent 2021 - Accelerating innovation with AI and ML [REPEAT]
https://www.youtube.com/watch?v=aiGxJorhkO4&t=783s


AWS re:Invent 2021 - ML with Metaflow and Kubernetes: Prototype to production on Amazon EKS
https://www.youtube.com/watch?v=gOVLr1uoIhw


AWS re:Invent 2021 - Large-scale distributed training of media ML models with Amazon FSx
https://www.youtube.com/watch?v=Ayt0PTaoovI


AWS re:Invent 2021 - Delivering life-changing medicines at AstraZeneca with data and AI
https://www.youtube.com/watch?v=9fTF-kK4Ggw


AWS re:Invent 2021 - Accelerate pediatric research with ML and healthcare interoperability
https://www.youtube.com/watch?v=nVshlX94txI


AWS re:Invent 2021 - How to select Amazon EC2 GPU instances for deep learning (sponsored by NVIDIA)
https://www.youtube.com/watch?v=4bVrIbgGWEA


AWS re:Invent 2021 - Train ML models at scale with Amazon SageMaker, featuring Aurora
https://www.youtube.com/watch?v=XKLIhIeDSCY


AWS re:Invent 2021 - Use SageMaker to develop ML models faster, featuring Qualtrics
https://www.youtube.com/watch?v=G9dwSJHwprU


AWS re:Invent 2021 - Vanguard: Personalization at scale with Amazon SageMaker
https://www.youtube.com/watch?v=8CFKXRYKktg


AWS re:Invent 2021 - Accelerate innovation with AWS ML infrastructure services
https://www.youtube.com/watch?v=og9-kjILxMc


AWS re:Invent 2021 - Improve agent performance with ML-powered Amazon Connect
https://www.youtube.com/watch?v=HhkwOdo4-Fo


AWS re:Invent 2021 - Improving traffic congestion with machine learning
https://www.youtube.com/watch?v=e00LtIING_c


AWS re:Invent 2021 - Get started with AWS computer vision services
https://www.youtube.com/watch?v=ZHMHj1Ljv3c


AWS re:Invent 2021 - Democratizing data for self-service analytics and ML
https://www.youtube.com/watch?v=dqC9uJ5JSPU


AWS re:Invent 2021 - Predictive audience scoring at scale with Amazon SageMaker
https://www.youtube.com/watch?v=JYy7zkbimrk


AWS re:Invent 2021 - Achieve high performance and cost-effective model deployment
https://www.youtube.com/watch?v=gWuO0gNKlm8


AWS re:Invent 2021 - Self-service analytics for everyone with ML-powered Amazon QuickSight Q
https://www.youtube.com/watch?v=bCAfRbkbdM4