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singhsidhukuldeepΒ 
posted an update Jun 14
Post
968
πŸ” Remember Tensorboard graph visualizer?

πŸš€ @Google just released Model Explorer, a Tensorboard graph visualizer on steroids πŸ’ͺ.

πŸ› οΈ Model Explorer is a graph visualization tool designed to improve understanding, debugging, and optimizing machine learning (ML) models, especially large ones.

🎯 It addresses challenges in traditional graph visualization tools by implementing a hierarchical layout and GPU-accelerated graph rendering, which enhances performance and usability.

🌐 The tool supports visualization of large-scale ML models by displaying hierarchical information, which simplifies understanding complex model architectures.

πŸ”‘ Key features include layer-by-layer exploration πŸ”, side-by-side graph comparison for debugging conversion errors πŸ›, and per-node data overlays for identifying performance issues πŸ“ˆ.

πŸ‘¨β€πŸ’» Originally developed for Google's internal use, Model Explorer is now available publicly as part of the Google AI Edge family of products and even runs directly in colab!

πŸ”— Colab: https://github.com/google-ai-edge/model-explorer/blob/main/example_colabs/quick_start.ipynb

πŸ“° Blog: https://research.google/blog/model-explorer/

The UI based on node expanding on navigation is smart!