Most Trending Open Source MLOps Tools of 2022

This page summarizes the projects mentioned and recommended in the original post on dev.to

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  • finetuner

    :dart: Task-oriented embedding tuning for BERT, CLIP, etc.

    With Executor Hub, one can easily use LLMs or pretrained models on Hugging Face to embed Documents. However, in practice the performance is often suboptimal without proper domain adoption or knowledge transferring. Fine-tuning is an effective solution to improve the performance on neural search and embedding-related tasks. Jina AI also provides Finetuner tools makes fine-tuning easier, faster and performant by streamlining the workflow and handling all complexity and infrastructure on the cloud.

  • docarray

    Represent, send, store and search multimodal data

    Document is the fundamental data structure. (This project is also an opensource project by the Linux Foundation)

  • 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.

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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