The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →
Top 5 Jupyter Notebook llmops Projects
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autogen
A programming framework for agentic AI. Discord: https://aka.ms/autogen-dc. Roadmap: https://aka.ms/autogen-roadmap
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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hamilton
Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage and metadata. Runs and scales everywhere python does.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
11. Phoenix by Arize AI | Github | tutorial
Retrieval using a single vector is called dense passage retrieval (DPR), because an entire passage (dozens to hundreds of tokens) is encoded as a single vector. ColBERT instead encodes a vector-per-token, where each vector is influenced by surrounding context. This leads to meaningfully better results; for example, here’s ColBERT running on Astra DB compared to DPR using openai-v3-small vectors, compared with TruLens for the Braintrust Coda Help Desk data set. ColBERT easily beats DPR at correctness, context relevance, and groundedness.
Note that this uses simple OpenAI calls — you can replace this with Langchain, LlamaIndex, Hamilton (or something else) if you prefer more abstraction, and delegate to whatever LLM you like to use. And, you should probably use something a little more concrete (E.G. instructor) to guarantee output shape.
Jupyter Notebook llmops related posts
- Why Vector Compression Matters
- Ragas – Framework for RAG Evaluation
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trulens VS agenta - a user suggested alternative
2 projects | 22 Nov 2023
- Ragas: Open-source Evaluation framework for RAG pipelines
- How are generative AI companies monitoring their systems in production?
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A note from our sponsor - WorkOS
workos.com | 28 Apr 2024
Index
What are some of the best open-source llmops projects in Jupyter Notebook? This list will help you:
Project | Stars | |
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1 | autogen | 24,917 |
2 | phoenix | 2,586 |
3 | trulens | 1,612 |
4 | hamilton | 1,312 |
5 | ai_book | 18 |
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