Meta Introduces a Machine Learning (ML)-based Approach that Allows to Solve Networking Problems Holistically Across Cross-Layers such as BWE

 Meta Introduces a Machine Learning (ML)-based Approach that Allows to Solve Networking Problems Holistically Across Cross-Layers such as BWE

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Meta Introduces a Machine Learning (ML)-based Approach for Networking Challenges

Meta has developed a machine learning (ML)-based approach to optimize bandwidth estimation (BWE) and congestion control for real-time communication (RTC) across its family of apps. This approach aims to address the complexities and inefficiencies in handling diverse network conditions, maintaining a trade-off between quality and reliability.

Practical Solutions and Value:

  • Replacing hand-tuned rules with a simpler alternative for BWE and congestion control
  • Utilizing time series data for offline parameter tuning and network characterization
  • Improving reliability and quality metrics across different network types
  • Enhancing user experience through congestion prediction and BWE optimization

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