Python video-analytics

Open-source Python projects categorized as video-analytics

Top 3 Python video-analytic Projects

  • evadb

    Database system for AI-powered apps

  • Project mention: Show HN: Stargazers Reloaded – LLM-Powered Analyses of Your GitHub Community | news.ycombinator.com | 2023-09-30

    Hey friends!

    We have built an app for getting insights about your favorite GitHub community using large language models.

    The app uses LLMs to analyze the GitHub profiles of users who have starred the repository, capturing key details like the topics they are interested in. It takes screenshots of the stargazer's GitHub webpage, extracts text using an OCR model, and extracts insights embedded in the extracted text using LLMs.

    This app is inspired by the “original” Stargazers app written by Spencer Kimball (CEO of CockroachDB). While the original app exclusively used the GitHub API, this LLM-powered app built using EvaDB additionally extracts insights from unstructured data obtained from the stargazers’ webpages.

    Our analysis of the fast-growing GPT4All community showed that the majority of the stargazers are proficient in Python and JavaScript, and 43% of them are interested in Web Development. Web developers love open-source LLMs!

    We found that directly using GPT-4 to generate the “golden” table is super expensive — costing $60 to process the information of 1000 stargazers. To maintain accuracy while also reducing cost, we set up an LLM model cascade in a SQL query, running GPT-3.5 before GPT-4, that lowers the cost to $5.5 for analyzing 1000 GitHub stargazers.

    We’ve been working on this app for a month now and are excited to open source it today :)

    Some useful links:

    * Blog Post - https://medium.com/evadb-blog/stargazers-reloaded-llm-powere...

    * GitHub Repository - https://github.com/pchunduri6/stargazers-reloaded/

    * EvaDB - https://github.com/georgia-tech-db/evadb

    Please let us know what you think!

  • VIAME

    Video and Image Analytics for Multiple Environments

  • 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.

    InfluxDB logo
  • video-membership

    Create a Video Membership app using FastAPI & NoSQL

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python video-analytics related posts

Index

What are some of the best open-source video-analytic projects in Python? This list will help you:

Project Stars
1 evadb 2,570
2 VIAME 264
3 video-membership 102

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