dvclive
pytest-visual
| dvclive | pytest-visual | |
|---|---|---|
| 5 | 1 | |
| 153 | 16 | |
| 2.0% | - | |
| 8.9 | 8.7 | |
| 9 days ago | about 2 months ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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.
dvclive
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First 15 Open Source Advent projects
10. DVC by Iterative | Github | tutorial
- Log and track ML metrics, parameters, models with Git and DVC
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[P] Extension for VS Code to track ML experiments
There is no designated way to dump metrics. In the case of data for plots, we have a simple logger that might help: https://github.com/iterative/dvclive
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Show HN: DVC Studio – Git-Based ML Experiments Management
DVC has metrics logger similar to other experiment management tool: https://github.com/iterative/dvclive/
Also, metrics & params section of the docs explains this (but yes, it is not perfect yet): https://dvc.org/doc/start/metrics-parameters-plots
pytest-visual
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[P] Elevate Your ML Testing with pytest-visual
I’ve developed a tool called pytest-visual, aiming to make ML code testing more efficient and meaningful. Traditional unit testing often misses visual and functional aspects of ML workflows such as data augmentation and model structures.
What are some alternatives?
phoenix - AI Observability & Evaluation
chitra - A multi-functional library for full-stack Deep Learning. Simplifies Model Building, API development, and Model Deployment.
label-studio - Label Studio is a multi-type data labeling and annotation tool with standardized output format
torchview - torchview: visualize pytorch models
dvc - 🦉 ML Experiments and Data Management with Git
nannyml - nannyml: post-deployment data science in python
OpenLLM - Run any open-source LLMs, such as Llama 2, Mistral, as OpenAI compatible API endpoint in the cloud.
tfgraphviz - A visualization tool to show a TensorFlow's graph like TensorBoard
receptive_field_analysis_toolbox - A toolbox for receptive field analysis and visualizing neural network architectures
tf-explain - Interpretability Methods for tf.keras models with Tensorflow 2.x