Infrastructure‹
NVIDIA GPU
NVIDIA
High-performance GPU compute instances for AI/ML workloads
AWS EC2
AWS
Amazon Elastic Compute Cloud provides scalable computing capacity
AWS Lambda
AWS
Serverless compute service
Azure VMs
Azure
Azure Virtual Machines - scalable computing in Microsoft Azure
GCP Compute Engine
GCP
Google Compute Engine offers virtual machines in Google Cloud
Kubernetes
CNCF
Container orchestration platform
Docker
Docker
Container platform for building and running applications
AI Models‹
GPT-4
OpenAI
GPT-4 is a large multimodal model that can accept image and text inputs and produce text outputs
Claude
Anthropic
Claude is an AI assistant focused on helpfulness, honesty, and harmlessness
Gemini
Google
Google's most capable multimodal AI model
LLaMA
Meta
Large Language Model Meta AI for research and commercial use
Storage‹
Amazon S3
AWS
Simple Storage Service - scalable object storage
DynamoDB
AWS
Fast and flexible NoSQL database service
AWS RDS
AWS
Managed relational database service
Redis
Redis Labs
In-memory data structure store
Azure Blob Storage
Azure
Massively scalable object storage for unstructured data
GCP Cloud Storage
GCP
Unified object storage for developers and enterprises
Weaviate
Weaviate
Open-source vector database
Pinecone
Pinecone
Vector database for machine learning
ChromaDB
Chroma
The AI-native open-source embedding database
Networking‹
API Gateway
AWS
Create, publish, and manage APIs
Load Balancer
AWS
Distribute incoming traffic across multiple targets
CloudFront
AWS
Fast content delivery network (CDN)
VPC
AWS
Virtual private cloud network
Data Processing‹
Apache Kafka
Apache
Distributed event streaming platform
Apache Spark
Apache
Unified analytics engine for large-scale data processing
Apache Airflow
Apache
Platform to programmatically author, schedule and monitor workflows
Deployment‹
CloudWatch
AWS
Monitoring and observability service
Grafana
Grafana Labs
Analytics and monitoring platform
Prometheus
CNCF
Open-source monitoring and alerting toolkit
Datadog
Datadog
Cloud monitoring and security platform
Tooling‹
Terraform
HashiCorp
Infrastructure as Code tool
Ansible
Red Hat
IT automation platform
Jenkins
Jenkins
Open-source automation server
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