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Cloud Computing for Data Professionals
This document provides an overview of cloud computing services for data professionals from major cloud providers like AWS, Azure, and GCP. It describes cloud services for data engineers, data scientists, and database administrators. Key services covered include data storage, analytics, machine learning, databases, and data movement. The document aims to help data teams understand and leverage cloud capabilities for tasks like data processing, analysis, modeling, and more.
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Cloud Computing for Data Professionals
- 1. by ankitrathi.com Cloud Computing forData Professionals
- 2. What is CloudComputing? Cloud Computing for Data Professionals Servers Storage Apps Applications Databases
- 3. Why Cloud Computing? CloudComputing for Data Professionals Always Up Low Cost of Ownership Easily Upgraded Productivity Anywhere Offsite Storage No IT Maintenance
- 4. Types of CloudComputing Cloud Computing for Data Professionals IaaS PaaS SaaS Private Cloud Community Cloud Public Cloud Hybrid Cloud
- 5. Why Cloud Computingfor Data Teams? Cloud Computing for Data Professionals Large Datasets Flexible CPU Ease of Deployment Prebuilt Machines Serverless Computing DevOps Integration
- 6. Cloud Services forData & AI Cloud Computing for Data Professionals Process/ Analyse Ingest Store Serve Cloud, DevOps & Governance Data Actionable Insights
- 7. Cloud Services forData Engineers Cloud Computing for Data Professionals Data Storage Data Ingestion Data Integration Data Analysis Data Service ML/AI Engineering Data Processing
- 8. Cloud Services forData Scientists Cloud Computing for Data Professionals Deep Learning Machine Learning Computer Vision Natural Language Conversational AutoML
- 9. Cloud Services Providersin Data & AI Cloud Computing for Data Professionals
- 10. AWS Services forData Engineers Cloud Computing for Data Professionals Category Use Cases AWS Services Analytics Interactive analytics Big data processing Data warehousing Real-time analytics Operational analytics Dashboards and visualizations Amazon Athena Amazon EMR Amazon Redshift Amazon Kinesis Amazon Elasticsearch Service Amazon Quicksight Data Movement Real-time data movement Amazon Kinesis Data Analytics Amazon Kinesis Data Firehose Amazon Kinesis Data Streams Amazon Kinesis Video Streams Data Lake Object storage Backup and archive Data catalog Third-party data Amazon S3, AWS Lake Formation Amazon S3 Glacier, AWS Backup AWS Glue, AWS Lake Formation AWS Data Exchange
- 11. AWS Services forData Scientists Cloud Computing for Data Professionals Category Use Cases AWS Services Machine Learning Platform services Frameworks and interfaces Amazon SageMaker AWS Deep Learning AMIs AI Services Recommendation Forecasting Image and Video Analysis Advanced Text Analytics Document Analysis Voice Conversational Agents Translation Transcription Enterprise Search Fraud Detection Code Amazon Personalize Amazon Forecast Amazon Rekognition Amazon Comprehend Amazon Textract Amazon Polly Amazon Lex Amazon Translate Amazon Transcribe Amazon Kendra Amazon Fraud Detector Amazon Codeguru
- 12. AWS Services forDatabase Admins Cloud Computing for Data Professionals Category Use Cases AWS Services Relational Traditional applications, ERP, CRM, e-commerce Amazon Aurora, Amazon RDS, Amazon Redshift Key-value High-traffic web apps, e-commerce systems, gaming applications Amazon DynamoDB In-Memory Caching, session management, gaming leaderboards, geospatial applications Amazon ElastiCache for Memcached Amazon ElastiCache for Redis Document Content management, catalogs, user profiles Amazon DocumentDB (with MongoDB compatibility) Wide Column High scale industrial apps for equipment maintenance, fleet management, and route optimization Amazon Keyspaces (for Apache Cassandra) Graph Fraud detection, social networking, recommendation engines Amazon Neptune Time-Series IoT applications, DevOps, industrial telemetry Amazon Timestream
- 13. Azure Services forData Engineers Cloud Computing for Data Professionals Category Use Cases Azure Services Analytics Interactive analytics Big data processing Data warehousing Real-time analytics Operational analytics Dashboards and visualizations Data Lake Analytics Azure Databricks Azure Synapse Analytics Azure Stream Analytics Power BI Embedded Data Movement Real-time data movement Stream Analytics Data Lake Object storage Backup and archive Data catalog Third-party data Blob storage Backup Data Catalog Import/Export
- 14. Azure Services forData Scientists Cloud Computing for Data Professionals Category Use Cases Azure Services Machine Learning Platform services Frameworks and interfaces Machine Learning AI Services Recommendation Forecasting Image and Video Analysis Advanced Text Analytics Document Analysis Voice Conversational Agents Translation Transcription Enterprise Search Fraud Detection Code Personalizer Cognitive Services Speech Services Language Understanding (LUIS) Translator Text Cognitive Search
- 15. Azure Services forDatabase Admins Cloud Computing for Data Professionals Category Use Cases Azure Services Relational Traditional applications, ERP, CRM, e-commerce Azure SQL Database, Azure Synapse Analytics Key-value High-traffic web apps, e-commerce systems, gaming applications Azure Cosmos DB In-Memory Caching, session management, gaming leaderboards, geospatial applications Azure Cache for Redis Document Content management, catalogs, user profiles Azure Cosmos DB Wide Column High scale industrial apps for equipment maintenance, fleet management, and route optimization Azure Cosmos DB Graph Fraud detection, social networking, recommendation engines Time-Series IoT applications, DevOps, industrial telemetry
- 16. GCP Services forData Engineers Cloud Computing for Data Professionals Category Use Cases GCP Services Analytics Interactive analytics Big data processing Data warehousing Real-time analytics Operational analytics Dashboards and visualizations Datalab Dataproc, Dataflow BigQuery Dataflow Cloud Search DataStudio Data Movement Real-time data movement Pub/Sub Data Lake Object storage Backup and archive Data catalog Third-party data Cloud Storage Cloud Storage Nearline/Coldline Data Catalog
- 17. GCP Services forData Scientists Cloud Computing for Data Professionals Category Use Cases GCP Services Machine Learning Platform services Frameworks and interfaces AI Platform AutoML AI Services Recommendation Forecasting Image and Video Analysis Advanced Text Analytics Document Analysis Voice Conversational Agents Translation Transcription Enterprise Search Fraud Detection Code Vision AI/Video AI Natural Language Text-to-Speech Dialogflow Cloud Translation Speech-to-Text
- 18. GCP Services forDatabase Admins Cloud Computing for Data Professionals Category Use Cases GCP Services Relational Traditional applications, ERP, CRM, e-commerce Cloud SQL Key-value High-traffic web apps, e-commerce systems, gaming applications Cloud Firestore In-Memory Caching, session management, gaming leaderboards, geospatial applications Cloud Memorystore Document Content management, catalogs, user profiles Cloud Firestore Wide Column High scale industrial apps for equipment maintenance, fleet management, and route optimization Cloud Bigtable Graph Fraud detection, social networking, recommendation engines Time-Series IoT applications, DevOps, industrial telemetry Cloud Bigtable
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