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Cloud Computing Service from MLops curriculumn - Coggle Diagram
Cloud Computing Service from MLops curriculumn
Cloud Computing Service from MLOPS curriculumn
basic cloud computing services(AWS)
Compute
Virtual Machines
소프트웨어 상으로 제공되는 컴퓨팅 자원
예: Amazon EC2
주로 사용
Autoscaling
클라우드 컴퓨팅환경에서 서버의 컴퓨팅자원을 자동으로 조절하는 기능
예: AWS EC2 Auto Scaling
Functions as a service(FaaS)
일정 또는 event에 대해 code를 실행하고, 컴퓨팅 자원을 조절하는 서비스
예: AWS Lambda
Platform as a Service
제 3공급자가 하드웨어와 소프트웨어를 인터넷을 통해 공급하는 cloud computing model
예: AWS Elastic Beanstalk
Storage
Object Storage
인터넷망으로 자유롭게 올리고, 내려받을 수 있는 서비스
예: AWS Simple Storage Service(S3)
주로 사용
File Storage
network attached storage(NAS) device 또는 하드 드라이브에서 사용되는 계층형 저장 방식
예: Amazon Elastic File Storage(EFS)
주로 사용
Database
Relational Database Management System (RDBMS)
관계형 데이터베이스 서비스
예: Amazon Aurora, Amazon RDS(MySQL, PostgreSQL, Oracle, SQL Server, MariaDB)
NoSQL: Document
Json유사형식으로 저장하는 NoSQL 데이터베이스 서비스
예: Amazon DocumentDB
NoSQL: Graph
topographical network 형태에 기반한 NoSQL 데이터베이스 서비스
예: Amazon Neptune
NoSQL: Key-value
key-value 방식의 NoSQL 데이터베이스 서비스
예: Amazon DynamoDB
Caching
Redis(Remote Dictionary Server), 오픈소스이고 빠르며 key-value형식의 in-memory database
예: Amazon Elastic Cache(Redis)
Containers
Container Registry
docker image를 관리하고, vulnerability 분석, access권한 부여를 결정하는 선비스
예: Amazon Elastic Container Registry(ECR)
Manage Container Service
container orchestration 서비스, 컨테이너가 적용된 app을 실행하는 서비스
예: Amazon Elastic Container Service(ECS), Amazon Elastic Kubernetes Service(EKS)
주로 사용
ECS
클러스터 컨테이너 관리(API호출을 통해 실행, 중지 등등) 서비스
구성 요소
5 more items...
실행방식
2 more items...
Serverless Containers
서버 신청 및 관리 필요없이 code 실행을 할 수 있도록 하는 서비스
예: AWS Fargate
Networking
Domain Name System(DNS)
인터넷 등의 IP(Interner Protocol) network를 통해 접근 가능한 컴퓨팅 자원(혹은 서비스)에 대한 명명법, hierarchical, decentralized
예: Amazon Route 53
즉, IP 주소 관리 서비스
Load Balancing
효율 최적화를 목적으로 하는 업무 분배서비스(업무 프로세스를 가용 컴퓨팅 자원에 할당)
예: Elastic Load Balancing(ELB)
VPC
상시 변경, 접근가능한 사용자전용 가상 컴퓨팅 네트워크
예: Amazon VPC
Application Integration
Messaging
micro service, distributed systems, serverless application를 분리, 확장하는데 쓰이는 관리형 message queuing 서비스
예: Amazon Simple Queue Service(SQS)
Service Discovery
네트워크상의 장비와 서비스를 자동으로 검색해주는 프로세스
예: AWS Cloud Map
Security
Identity and access management
AWS 전체의 접근권한을 관리
예: AWS Identity and Accesses Management (IAM)
Single sign-on
AWS 상의 업무ID를 관리하는 중앙화 서비스
예: AWS Single Sign-On
IT자원을 사용자에게 하드웨어 레벨에서 제공하는 것
기본적인 서비스의 목적과 사용법이 중심내용
AWS 기본 용어정리
Exams
CLF-C01
source
youtube
freeCodeCamp
Lecture 15H
ClayDest E-Lerarning
Hands on
Cloud Guru
Lecture 8H
handout from indians
raj99
dh
gives same cheat sheet
contents of lecture
cloud concepts
compute
storage
databases
Networking
EC2
Pricing and Billing
Management and Development Tools
shared responsibility model
Identity
Application Integration
Containers
Goverance
Provisioning
Serverless
Windows on AWS
Logging
ML AI BigData
Architected Framework
Security
Variation & tip
initialism
IAM, S3, SWF, SNS, SQS, SES, SSM, RDS, VPC, VPN, CFN, WAF, MQ, ASG, TAM, ELB, ALB, NLB, GWLB, CLB, EC2, ECS, ECR, EBS, EFS, EMR, EB, ES, EKS, MSK, RAM, ACM, PoLP, IoT, RI
AWS Config & AWS AppConfig
SNS vs SQS
SNS vs SES vs PinPoint vs Workmail
Amazon Inspector vs AWS Trusted Advisor
Connect Named Services
Elactic Transcoder vs MediaConvert
AWS Artifact vs Amazon Inspector
ELB variants
ELB
ALB
NLB
GWLB
CLB
main domains of test
Cloud concepts
26%
Define AWS Clod and its value proposition
Advantages of cloud computing and AGility, Elasicity, Flexibility, Security
Identify aspects of AWS Cloud economics
Total Cost of Ownership(TCO), AWS Pricing Model, Cost Explorer, Trusted Advisor
List the different cloud architecture design principles
Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization
Security and Compilance
25%
Define the AWS shared responsibility model
AWS responsibility "Security of the Cloud" and Customer responsibility "Security in the Cloud"
Define AWS Cloud security and compilance concepts
Auditing, Control Ownership and HIPAA compilance
Identify AWS access management capabilities
Manage IAM, MFA
Identify resources for security support
Trusted Advisor, Technical Account Manager(TAM)
Technology
33%
Define methods of deploying and operating in the AWS Cloud
Elastic Beanstalk, CloudFormation, OpsWorks, CodeCommit
Define the AWS global infrastructure
Regions, AZs, Edge Locations
Identify the core AWS services
EC2, VPC, S3, RDS, Route 53, SNS, SQS, ELB
Identify resources for technology support
Support Ticket for Basic, Developer, Business, and Enterprise account
Billing and Pricing
16%
Compare and contrast the various pricing models for AWS
On-demanding Pricing, Spot Instances, Dedicated Hosts
Recognize the various account structures in relation to AWS billing and pricing
Billing alerts, Budgets, Tagging
Identify resources available for billing support
AWS Billing Support - Contacting AWS Support, Billing Cost management
Tips
Free Tier
EC2, RDS, Direct Connect, EBS, S3, Elastic Load Balancing, Route S3, VPC, Elastic IP
Hands on not needed
search services(find it in AWS and Google)
note down what it is and purpose used for
youtube is last place to search
approach
clarify topics under domain from where qustions will be asked
make short notes for new service for you
try test till get over 80%
may be every day test