awesome-aws-research
github.com/randyridgley/awesome-aws-research ↗A curated list of awesome Amazon Web Services (AWS) libraries, open source repos, guides, blogs, and other resources for Academic Researchers new to AWS
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Curated Resources
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Getting StartedHPCMachine LearningContainersSecurityRoboticsManagement & GovernanceGenomics
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Installation instructions →What's inside
Getting Started
Genomics
- A generalized approach to benchmarking genomics workloads in the cloudBlogs
- Genomics Secondary Analysis Using AWS Step Functions and AWS BatchTutorials
- Genomics Tertiary Analysis and Data Lakes Using AWS Glue and Amazon AthenaTutorials
- Genomics Tertiary Analysis and Machine Learning Using Amazon SageMakerTutorials
- Hail on AWSTutorials
- Using Amazon FSx for Lustre for Genomics Workflows on AWSBlogs
Machine Learning
- AI-Powered Health Data MaskingWorkshops
- Amazon Rekognition custom labelsBlogs
- Amazon SageMaker automatic model tuning now supports random search and hyperparameter scalingBlogs
- Amazon SageMaker deep dive: A modular solution for machine learningVideos
- Amazon SageMaker Heart Disease PredictionWorkshops
- Amazon SageMaker multi-model inference endpointsBlogs
Robotics
- An introduction to reinforcement learning with AWS RoboMakerBlogs
- AWS RoboMaker TurtlebotWorkshops
- Build and operate a smart robotWorkshops
- Deploy Robotic Applications Using AWS RoboMakerBlogs
- Finding Martians with AWS RoboMaker and the JPL Open Source RoverWorkshops
- Fresno State builds an autonomous Bulldog Bot with AWS RoboMakerBlogs
Containers
- Apache Spark on EKSWorkshops
- AWS Training & Certification Free Digital TrainingGeneral Information
- Building machine-learning infrastructure on Amazon EKS with KubeflowVideos
- Deploy Apache Spark jobs on EKSBlogs
- Deploy Kubenertes on EKSTutorials
- EKS and Kops Kubernetes NetworkingWorkshops
Management & Governance
- Architecting security & governance across your landing zoneVideos
- AWS Training & Certification Free Digital TrainingGeneral Information
- CloudFormation 101Workshops
- Clouod Development Kit (CDK) IntroductionWorkshops
- Control TowerWorkshops
- Deep dive into AWS Cloud Development KitVideos
HPC
- A Scientist's Guide to Cloud-HPC: Example with AWS ParallelCluster, Slurm, Spack, and WRFBlogs
- AWS Batch Genomics Workflows with Cromwell and NextflowWorkshops
- AWS Batch with Elastic Fabric Adapter (EFA)Tutorials
- AWS infrastructure for large-scale training at Facebook AIVideos
- AWS ParallelCluster Price PerfomanceTutorials
- Building an interactive and scalable ML research environment using AWS ParallelClusterBlogs
Security
- AWS Training & Certification Free Digital TrainingGeneral Information
- Best Practices for Public Sector AWS Security PostureVideos
- Introduction to SecurityWorkshops
- Open Source security tools for AWSGeneral Information
- Protect Data at RestWorkshops
- Protect Data in TransitWorkshops
Showing a sample of 167 resources. View the full list on GitHub →