Top 5 Python online-learning Projects
🌊 Online machine learning in PythonProject mention: [D] How do you deal with covariate shift and concept drift in production? | reddit.com/r/MachineLearning | 2021-10-28
Have a look at here: https://github.com/online-ml/river
Composable GAN framework with api and user interfaceProject mention: Machine learning software that generates images? | reddit.com/r/AskProgramming | 2021-11-15
And then there's software already prebaked that can do it, but its really taxing on a pc, its called hyperGAN.
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A clean and simple data loading library for Continual Learning (by Continvvm)Project mention: Ask HN: What are some tools / libraries you built yourself? | news.ycombinator.com | 2021-05-16
I've built with a collegue Continuum: https://github.com/Continvvm/continuum
It's a library giving utilities to handle data in Continual Learning, a subfield of Machine/Deep-learning where data comes incrementally.
There are others actors in the field that came atfer us and do more ads about their slightly similar library, but we manage to produce something useful to many PhD students, so that's a win for me.
Library for matrix factorization for recommender systems using collaborative filteringProject mention: Recently launched my first end-to-end ML app! A film recommender system based on matrix factorization, built for Letterboxd users. | reddit.com/r/learnmachinelearning | 2021-02-26
I originally tried using RiverML, which is dedicated to online ML, but after a ton of tweaking I still wasn't satisfied. In the end, I used the matrix-factorization library, which is not at all flashy but worked much, much better. By adjusting the learning rate and epochs for feeding new ratings into the model I can adjust how "personalized" the ratings are, and after a few days of messing with it I got it where I wanted it.
A bot to join all classes in Newton Classroom.Project mention: Join online classes automatically from Newton Classrooms | reddit.com/r/india | 2021-06-15
This is a bot to join the online classes hosted by Newton Classrooms automatically. Instructions are present in the readme section. If you have any doubts, comment here and I will answer them.
Python online-learning related posts
River, a library for online ML
1 project | reddit.com/r/Python | 20 Sep 2021
[P] river, a library for online ML
1 project | reddit.com/r/MachineLearning | 20 Sep 2021
[Discussion] Risk Mitigation Techniques for Online Learning
1 project | reddit.com/r/MachineLearning | 26 May 2021
Online machine learning (or how to automatically update your model in production)
1 project | reddit.com/r/datascience | 23 May 2021
What are some of the best open-source online-learning projects in Python? This list will help you:
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