Cloud Flashcards
(161 cards)
AI and Machine Learning->Dataset
Data provided by cloud vendors and third-parties for analysis, development, and research. . AWS = Open Data on AWS AZURE =Azure Open Datasets GCP=Datasets
AI and Machine Learning->Generative AI
Managed service to provide functional and large language models . AWS = AWS Bedrock AZURE =Azure OpenAI Service GCP=Vertex AI Search and Coversation
AI and Machine Learning->Optical Character Recognition (OCR)
Managed service for performing text recognition. . AWS = Amazon Textract AZURE =Azure Form Recognizer GCP=Vision AI
AI and Machine Learning->Pre-Configured Analytics
Service that includes industry- and use case-specific analytics. . AWS = Amazon FinSpace AZURE =1 GCP=1
AI and Machine Learning->Speech Recognition
Managed service to provide automatic speech recognition to convert speech to text. . AWS = Amazon Transcribe AZURE =Speaker Recognition
Speech to Text
Speech Translation GCP=Speech-to-Text
AI and Machine Learning->Text Analysis
Managed service to perform text analysis, such as sentiment analysis, key-phrase extraction, text classification, and named entity recognition. . AWS = Amazon Comprehend AZURE =Azure Immersive Reader
Cognitive Service for Language GCP=Cloud Natural Language
AI and Machine Learning->Time-Series Forecasting
Managed service to provide forecasting based on time-series data. . AWS = Amazon Forecast AZURE =1 GCP=1
AI and Machine Learning->Data Preparation
Service to identify properties of documents, text, and images, and annotating them with those properties. . AWS = AWS Entity Resolution
Amazon SageMaker Data Wrangler
Amazon SageMaker Ground Truth AZURE =Azure Data Factory GCP=Vertex Data Labeling
Dataprep
AI and Machine Learning->Image Recognition and Analysis
Managed service to analyze static images by detecting objects, scenes, text, activities and other content. . AWS = Amazon Rekognition AZURE =Computer Vision
Custom Vision
Face API GCP=Vision AI
AI and Machine Learning->Managed Machine Learning
Managed service to build, train, and manage machine learning models. . AWS = AWS Deep Learning Containers
PyTorch on AWS
TensorFlow on AWS
Amazon SageMaker HyperPod
Amazon SageMaker
Apache MXNet on AWS
AWS Deep Learning AMIs
Amazon SageMaker Serverless Inference AZURE =Azure Applied AI Services
Azure Cognitive Services
Azure Machine Learning
Azure Databricks
Data Science Virtual Machines
Azure Analysis services
R Server for HDInsight
Azure Lab Services GCP=AutoML
AutoML Tables [deprecated]
Deep Learning VM Image
Deep Learning Containers
TensorFlow Enterprise
Vertex AI
Document AI
Vertex AI Workbench
Firebase ML [Beta]
Analytics and BI->Managed Jupyter Notebook
Managed environment providing Jupyter notebooks for analytics . AWS = Amazon SageMaker Notebook Instances AZURE =Jupyter notebooks GCP=Managed Notebooks
Analytics and BI->Data Exploration
Managed service to search, visualize, and analyze data. . AWS = Amazon OpenSearch Service
Amazon OpenSearch Serverless AZURE =Azure Data Explorer GCP=Colab Enterprise
Analytics and BI->Visualization
Service to explore, view, and understand data through a variety of analytical methods and models. . AWS = Amazon QuickSight AZURE =Microsoft Fabric [Preview]
Power BI Embedded
Microsoft Power BI on Azure GCP=Google Data Studio
Looker
Blockchain->Non-fungible Token (NFT)
Built-in support for NFT based on ERC-721 specification. . AWS = 1 AZURE =1 GCP=1
Blockchain->Blockchain
Managed blockchain platform for building and running smart contracts and maintaining a tamper-resistent distributed ledger. . AWS = Amazon Managed Blockchain
Amazon Managed Blockchain (AMB) Access Polygon AZURE =1 GCP=1
Business Application->Corporate Search
Managed capability to build and maintain search across websites and applications. . AWS = Amazon CloudSearch AZURE =1 GCP=1
Compute->Burstable Compute
A virtual machine that provides a baseline level of CPU performance with the ability to burst to a higher level to support occasional spikes in usage. . AWS = Amazon EC2 Burstable performance instances AZURE =B-Series Burstable Virtual Machines Sizes GCP=Shared-core Machine Types
Compute->Encrypted or Sensitive Compute
Virtual machines that encrypt data in use while it is being processed, in addition to encrypting data at rest and in motion. . AWS = AWS Nitro Enclaves AZURE =Azure Confidential Computing GCP=Confidential VM
Compute->GPU-Accelerated Compute
Virtual machines that accelerate certain classes of workloads by incorporating graphical processing units (GPU), which provide specialized, parallel processing capabilities. . AWS = Amazon EC2 Accelerated Computing AZURE =GPU Optimized Virtual Machines GCP=Cloud GPUs
Compute->Managed Application Environment
Application environment where compute resources are provided as a managed capability. The platform will determine and provision the number and type of compute resource needed automatically. . AWS = Amazon Lightsail
AWS Elastic Beanstalk
Amazon Lightsail for Research
AWS SimSpace Weaver AZURE =Web App for Containers
Static Web Apps
Web Apps GCP=App Engine
Compute->Auto Scaling
Autoscaling automatically adjusts the number or lifecycle state of compute instances in an instance pool. This can help provide consistent performance for end users during periods of high demand while also reducing costs during periods of low demand. . AWS = Amazon EC2 Auto Scaling
AWS Auto Scaling AZURE =Virtual Machine Scale Sets
Azure Autoscale GCP=Compute Engine Autoscaling
Compute->Compute
Computing resources delivered as virtual machines or physical servers to deploy and run applications. . AWS = Amazon Elastic Compute Cloud AZURE =Linux Virtual Machines
Virtual Machines GCP=Compute Engine
Compute->Dedicated Host
A secluded environment for virtual machines that exclude virtual machines from other tenants running on the underlying host. . AWS = Amazon EC2 Dedicated Hosts AZURE =Azure Dedicated Host GCP=Sole-tenant Nodes
Compute->Guaranteed Compute Capacity
Reserved compute capacity assures that spare capacity will be available when required in the future. . AWS = On-Demand Capacity Reservation AZURE =Azure Reserved Virtual Machine Instances GCP=Compute Engine reservations