tensorboard
rustboard
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| tensorboard | rustboard | |
|---|---|---|
| 11 | 1 | |
| 6,542 | 8 | |
| 0.9% | - | |
| 9.4 | 0.0 | |
| 2 days ago | over 3 years ago | |
| TypeScript | HTML | |
| Apache License 2.0 | - |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
tensorboard
- Tensorboard
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[D] Visualizing layer weights
Some form of 3D histograms? And then "discretized"/binned for each layer too. Apparently Tensorboard has them: https://github.com/tensorflow/tensorboard/blob/master/docs/r1/histograms.md
- I think I broke PIP
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[D] Unpopular Opinion: I hate the tensorboard Smoothing algorithm and always set the slider to 0.
Consider filing an issue? https://github.com/tensorflow/tensorboard/issues
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Parts of Tensorboard are being rewritten in Rust for a 100× to 400× speedup
The async code is in our server.rs and cli.rs, because this exposes a Tonic server and Tonic is all-in on async.
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[D] Comparison of experiment tracking tools
A quick google search is telling me that this is possible but very poorly documented / communicated: https://github.com/tensorflow/tensorboard/issues/767
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📖 👆🏻 Making the Printed Links Clickable Using TensorFlow 2 Object Detection API
The cool part about TensorBoard is that we may run it directly in Google Colab. However, if you're running the notebook in your local installation of Jupyter you may also install it as Python package and launch it from the terminal.
rustboard
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Parts of Tensorboard are being rewritten in Rust for a 100× to 400× speedup
Tensorboard is a "dashboard" for machine learning experiments from Google. It's notorious for being slow and leaking memory like crazy. One of the devs made a "just for fun" RustBoard and apparently it worked so well it's now integrated into TensorBoard as an experimental feature.
What are some alternatives?
aim - Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
tensorboard-data-server-go
wandb - 🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
labelImg - LabelImg is now part of the Label Studio community. The popular image annotation tool created by Tzutalin is no longer actively being developed, but you can check out Label Studio, the open source data labeling tool for images, text, hypertext, audio, video and time-series data.
tesseract-ocr - Tesseract Open Source OCR Engine (main repository)
models - Models and examples built with TensorFlow
guildai - Experiment tracking, ML developer tools
models - A collection of pre-trained, state-of-the-art models in the ONNX format
awesome-public-datasets - A topic-centric list of HQ open datasets.
Tesseract.js - Pure Javascript OCR for more than 100 Languages 📖🎉🖥
links-detector - 📖 👆🏻 Links Detector makes printed links clickable via your smartphone camera. No need to type a link in, just scan and click on it.