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

Editor

Danny Chan, AWS community builder (Hong Kong), specialty of FSI and Serverless

Kenny Chan, AWS community builder (Hong Kong), specialty of FSI and Machine Learning