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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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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.
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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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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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.
Project mention: Show HN: Hamilton's UI – observability, lineage, and catalog for data pipelines | news.ycombinator.com | 2024-05-02
Jupyter Notebook llmops related posts
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Why Vector Compression Matters
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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
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How are generative AI companies monitoring their systems in production?
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A note from our sponsor - InfluxDB
www.influxdata.com | 31 May 2024
Index
What are some of the best open-source llmops projects in Jupyter Notebook? This list will help you:
Project | Stars | |
---|---|---|
1 | autogen | 26,407 |
2 | phoenix | 2,799 |
3 | trulens | 1,717 |
4 | hamilton | 1,423 |
5 | ai_book | 20 |
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