openscilab / pymilo Goto Github PK
View Code? Open in Web Editor NEWPyMilo: Python for ML I/O
License: MIT License
PyMilo: Python for ML I/O
License: MIT License
Support serialization and deserialization of all Scikit-learn preprocessing transformers
No response
No response
No response
Serialization for numpy.intc
data structure should be added(it is used in scikit svm models)
No response
No response
No response
Support WebSocket protocol to allow the exported models to be used in model streaming
Add symmetric & Asymmetric encryption for the exported file
No response
No response
No response
Add Neural Networks support
Support splitting (and merging) the exported (and imported) model files to enhance memory usage efficiency.
add Clustering support
Enhance the coverage and accuracy of test procedures
Support serialization and deserialization of Scikit-learn Pipeline models
fix loss function serialization issue in SGDClassifier in scikit1.4.0
add Decision Trees support
there is a new feature in GPT 3.5 to fine tune gpt with your own data. this can be integrated into pymilo to export the fine tuned gpt with the given data
https://openai.com/blog/gpt-3-5-turbo-fine-tuning-and-api-updates
Provide a JavaScript/TypeScript SDK to use ML models through PyMilo in a web browser
Refactor the code to enhance the performance and efficiency (Speed up slower parts)
Support serialization and deserialization of PyTorch models
Add more detailed descriptions to the current document and provide a few detailed tutorial pages.
Ability to give specific url to PyMilo Import instance and it will then download the given model during the instantiation part.
No response
No response
No response
Ability to upload the exported model to IPFS and opensea.
add Ensemble Methods support
add associated GitHub action to publish to conda(like PyPI auto-upload)
No response
No response
No response
Add ability to call specific functions after PyMilo Import
No response
No response
No response
numpy.ndarray
with dtype
of X should get deserialized with exact type even if it is a custom non-serializable numpy-defined data type like intc
.
No response
No response
No response
PyMilo
documentation website, using Sphinx using a theme provided by Read the Docs.
something like pydocstyle
documentation website
No response
No response
No response
please sync the to_json()
function of the PyMilo export with the exact content of the exported file.
We can already convert sklearn models to onnx, even add extra metadata if we want, investigate the model intrinsics via https://netron.app/ (locally or on the browser). How is the functionality of pymilo different than ONNX?
Ability to Import & Export multiple Pymilo-transported ML models.
There should be constraints that force serialization of the "root_" before the "dummy_leaf_" field in Birch model.
add full support for SVM models:
add full support Naive Bayes Models:
add Neighbors support
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.