More Photos of AWS COMMUNITY DAY in China (Shen Zhen)
Highlight:
Good data to good AI
Company data is most variable, must security
ML open source:
PyTorch: A user-friendly, Pythonic deep learning framework with strong research focus and vibrant community.
TensorFlow: A powerful, flexible, and scalable end-to-end machine learning platform with a wide range of tools and libraries.
HuggingFace: A one-stop-shop for state-of-the-art natural language processing models, making it easy for beginners to get started.
OpenXLA: A high-performance, open-source compiler infrastructure that optimizes machine learning workloads for a variety of hardware platforms.
AWS Storing service:
EFS: Elastic File System
Scalable, highly available, and durable file storage service for your cloud-based applications and workloads.
S3: Simple Storage Service
Secure, scalable, and reliable object storage service for storing and retrieving any amount of data.
FSx: Amazon Elastic File System
Fully managed file storage services for Windows (FSx for Windows File Server) and Lustre (FSx for Lustre).
AWS Orchestration service:
EKS: Amazon Elastic Kubernetes Service
Easily run and manage Kubernetes, a popular container orchestration system, on AWS infrastructure.
ECS: Amazon Elastic Container Service
Efficiently run and scale Docker containers on AWS, with easy deployment and management.
Batch: AWS Batch
Fully managed batch processing service for running batch computing workloads of any scale.
Parallel cluster: AWS Parallel Cluster
Seamlessly provision and manage high-performance computing (HPC) clusters on AWS for parallel workloads.
AWS Database service:
Amazon Relational Database Service (RDS)
Relational: Fully managed, highly scalable and available relational database service.
Amazon DynamoDB
Key-value: Fast and flexible NoSQL database service for internet-scale applications.
Amazon DocumentDB (with MongoDB compatibility)
Document: Fully managed document database service that is compatible with MongoDB.
Amazon Neptune
Graphic: Fully managed graph database service for building and running applications that work with highly connected datasets.
Amazon Timestream
Time series: Fully managed time series database service for IoT and operational applications.
Amazon Managed Blockchain
Blockchain: Managed blockchain service for creating and managing scalable blockchain networks.
Amazon ElastiCache
In-memory: In-memory data store and cache service for fast data processing and caching.
AWS Services for Data Analysis:
Amazon Redshift (Data Warehouse): Fast, fully managed, petabyte-scale data warehouse for business intelligence and analytics.
AWS Glue (Data Integration): Serverless data integration service for building and running ETL workflows.
Amazon EMR (Big Data): Fully managed Hadoop and Spark service for processing and analyzing vast amounts of data.
Amazon Kinesis (Real-time): Fully managed real-time data streaming service for building applications that analyze streaming data.
Amazon Redshift (Data Warehouse): Fast, fully managed, petabyte-scale data warehouse for business intelligence and analytics.
Amazon QuickSight (Business Intelligence): Fast, cloud-powered business intelligence service for creating and sharing interactive dashboards.
Amazon Athena (Operational Analysis): Serverless interactive query service to analyze data in Amazon S3 using standard SQL.
Bedrock privacy:
Never use customer data to train model
customized data save on your privacy cloud environment
data are encrypted
fulfill GBR, HIPAA
Bedrock knowledge base:
Comprehensive, curated repository of fundamental information to build a strong foundation.
Support RAG
don’t need create other vector database
Bedrock Guardrail:
Sturdy, secure barrier to protect systems and processes, preventing errors and maintaining stability
Responsibility AI
Developer Q developer:
Interactive platform connecting developers, enabling collaborative problem-solving, knowledge sharing, and community support
Help decrease learning curve, upgrade system
Example: Analysis operative, coding security, scan, debug, code suggestions, test case, auto recovery bug, add productivity
Extract transform load (ETL):
Aurora, open search, document DB supports zero ETL