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A beginner-friendly guide to DeepStream, covering setup, fundamentals, and building a full pipeline for real-time AI video analytics. πŸš€

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deepstream-101

Welcome to the deepstream-101! This repository is an extended and detailed tutorial built upon the official NVIDIA DeepStream SDK Python bindings. Almost all code in this repository is sourced from the original DeepStream tutorial repo, with additional explanations, examples, and optimizations to help developers better understand and utilize DeepStream in Python applications. This guide aims to provide step-by-step instructions and insights into real-time video analytics with DeepStream.

πŸš€ Features

  • Step-by-step installation guide for DeepStream SDK
  • Setting up the environment for Python bindings
  • Writing and running a DeepStream pipeline in Python
  • Integrating AI models (classification, detection, segmentation) into DeepStream
  • Performance optimization tips for edge devices (Jetson) and server deployments

πŸ“¦ Installation

πŸ“š References

This repository is based on the official NVIDIA DeepStream SDK Python Bindings tutorial. You can find the original source and documentation at:

Happy coding! πŸŽ₯πŸš€

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A beginner-friendly guide to DeepStream, covering setup, fundamentals, and building a full pipeline for real-time AI video analytics. πŸš€

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