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Experience the power of our new embedding models

By Armand Ruiz posted Mon April 22, 2024 11:19 AM

  

Experience the power of our new embedding models, trained on legally approved data for business usage

Exciting news! Our latest release introduces the watsonx Embeddings API, allowing you to generate vectorized representations of input text and capture semantic relationships

๐—ช๐—ต๐—ฎ๐˜'๐˜€ ๐—ป๐—ฒ๐˜„:
1. Embeddings generation endpoint in our REST API
2. Two initial models: slate.125m.english.rtrvr and slate.30m.english.rtrvr (knowledge distilled)
3. Accessible through REST API endpoint or Python SDK

๐—ช๐—ต๐—ฎ๐˜ ๐—ฎ๐—ฟ๐—ฒ ๐˜๐—ฒ๐˜…๐˜ ๐—ฒ๐—บ๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด๐˜€?
Text embeddings are numerical representations of sentences or passages, allowing computers to quickly and efficiently compare and analyze semantic meanings.

๐—ช๐—ต๐—ฎ๐˜ ๐˜๐—ต๐—ถ๐˜€ ๐—บ๐—ฒ๐—ฎ๐—ป๐˜€ ๐—ณ๐—ผ๐—ฟ ๐˜†๐—ผ๐˜‚:
Embedding models are crucial for Generative AI applications, offering semantic and syntactic fidelity with efficient computing and storage.

๐—ฆ๐˜๐—ผ๐—ฟ๐—ฒ ๐—ฎ๐—ป๐—ฑ ๐—จ๐˜€๐—ฒ ๐—˜๐—บ๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด๐˜€
Store vectors in a vector database like Milvus and use them to compare passages in real-time or reference stored vectorized text passages.

๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น ๐—”๐˜‚๐—ด๐—บ๐—ฒ๐—ป๐˜๐—ฒ๐—ฑ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป (๐—ฅ๐—”๐—š)
Use embeddings to enhance AI model accuracy and reliability with facts from external sources.

๐—”๐—ฑ๐˜ƒ๐—ฎ๐—ป๐˜๐—ฎ๐—ด๐—ฒ๐˜€ ๐—ผ๐˜‚๐—ฟ ๐—ฆ๐—น๐—ฎ๐˜๐—ฒ ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€ ๐—ผ๐—ณ๐—ณ๐—ฒ๐—ฟ ๐—ผ๐˜ƒ๐—ฒ๐—ฟ ๐—ผ๐˜๐—ต๐—ฒ๐—ฟ ๐Ÿฏ๐—ฟ๐—ฑ-๐—ฝ๐—ฎ๐—ฟ๐˜๐˜† ๐—ฒ๐—บ๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€:
1. Performance matching or exceeding market leaders in retrieval benchmarks.

2. Exclusively trained on legally approved and commercially viable data for enterprise usage.

3. Scalable, fully-managed, and integrated with the broader watsonx portfolio.

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๐—š๐—ฒ๐˜ ๐—ฆ๐˜๐—ฎ๐—ฟ๐˜๐—ฒ๐—ฑ ๐—ป๐—ผ๐˜„ ๐˜„๐—ถ๐˜๐—ต ๐˜๐—ต๐—ถ๐˜€ ๐—ฅ๐—”๐—š ๐—ง๐˜‚๐˜๐—ผ๐—ฟ๐—ถ๐—ฎ๐—น!
Here's a Python Notebook leveraging our watsonx Granite Model Series, Chroma, and LangChain to answer questions: https://lnkd.in/gZB-qk-f


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