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namwoam avatar namwoam commented on September 6, 2024 1

We can differentiate the AI vendors into the following three category:
PaaS (Platform as a service) Providers, which requires complex IAM authentication and project permission settings.

  1. GCP (Google)
  2. AWS (Amazon)
  3. Azure (Microsoft)
  4. Watsonx (IBM)
  5. Oracle Cloud Infrastructure
    MaaS (Model as a service) Providers, which often use simple API keys and serverless model endpoint.
  6. OpenAI - Proprietary text foundation models & image generation model
  7. Anthropic - Proprietary text foundation models
  8. Cohere - Proprietary text foundation models specialized on RAG usecase
  9. Mistral AI - Proprietary & OSS text foundation models
  10. Fireworks AI link - Serverless hosting for OSS models
  11. AI21 labs link - Proprietary text foundation models & task-specific models
  12. Upstage link - Proprietary text foundation models specialized in Korean
  13. Voyage AI link - Proprietary domain-specific text embedding model
  14. Deep infra link - Serverless hosting for OSS models
  15. Deepgram link - Proprietary audio <-> text models
  16. unstructured link - Data Pre-processing
  17. Jina AI link - Proprietary text embedding model & Data Pre-processing
  18. BRIA link - Proprietary image generation model
  19. Nvidai NIM link - Serverless hosting for OSS models
  20. Lamini link - Serverless hosting for OSS models
  21. Together AI link - Serverless hosting for OSS models
  22. Groq
    SaaS (Software as a service), which often could only be accessed via GUI, thus impossible to integrate into VDP
    example: OpenArt link

Others:

  1. Ollama link OSS model self-hosting solution.

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linear avatar linear commented on September 6, 2024

INS-5025 [Feature] [VDP] [Components] Connects AI vendors

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