summer
A compartmental disease modelling framework (Python) (by monash-emu)
speech-enhancement
Experiments with speech enhancement (by MattSegal)
summer | speech-enhancement | |
---|---|---|
4 | 3 | |
7 | 22 | |
- | - | |
0.0 | 0.0 | |
12 months ago | over 4 years ago | |
Python | Python | |
GNU General Public License v3.0 or later | - |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
summer
Posts with mentions or reviews of summer.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-05-29.
- [D] Maintaining documentation with live results from experiments
- Australian health authorities release open source Covid modelling code
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[D] What’s the simplest, most lightweight but complete and 100% open source MLOps toolkit?
It's set up so the docstrings are automatically read for public classes/functions/methods (ie no _ prefix) and inserted into the docs. I did a little bit of manual setup to get the "automodule" feature to read in the docstrings from the modules I wanted to expose, but after that it's all automatic.
speech-enhancement
Posts with mentions or reviews of speech-enhancement.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-12-03.
-
[Discussion] The most painful thing about machine learning
I find writing smoke tests (described here, code examples: model tests + training loop tests) and running them on every commit in CI (eg GitHub Actions) catches a lot of problem. Using pydantic is good for keeping any config files valid is good - you can smoke test those as well.
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[D] What’s the simplest, most lightweight but complete and 100% open source MLOps toolkit?
Even if detailed unit testing is hard, you can smoke test your models in CI to make sure that they're at least not crashing. More on smoke tests here. Some example smoke tests for a neural net here. Running your tests in GitHub Actions is relatively easy (here).
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[D] How did you manage GPU instances in the public cloud?
use Packer to pre-build an Amazon Machine Image (AMI) to pre-install all the garbage you need to run your code (eg NVIDIA stuff)
What are some alternatives?
When comparing summer and speech-enhancement you can also consider the following projects:
projects - Sample projects using Ploomber.
nestedcvtraining
Python Packages Project Generator - 🚀 Your next Python package needs a bleeding-edge project structure.
NumPy - The fundamental package for scientific computing with Python.
ploomber - The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
keepsake - Version control for machine learning
clearml - ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
streamlit - Streamlit — A faster way to build and share data apps.
pydantic - Data validation using Python type hints
summer vs projects
speech-enhancement vs nestedcvtraining
summer vs Python Packages Project Generator
speech-enhancement vs Python Packages Project Generator
summer vs nestedcvtraining
speech-enhancement vs NumPy
summer vs ploomber
speech-enhancement vs keepsake
summer vs clearml
speech-enhancement vs clearml
summer vs streamlit
speech-enhancement vs pydantic