Python Optimizers

Open-source Python projects categorized as Optimizers | Edit details

Top 3 Python Optimizer Projects

  • ML-Optimizers-JAX

    Toy implementations of some popular ML optimizers using Python/JAX

    Project mention: ML Optimizers from scratch using JAX | reddit.com/r/datascience | 2021-06-20

    Github link (includes a link to a Kaggle notebook to run it directly) - shreyansh26/ML-Optimizers-JAX

  • dnn_from_scratch

    A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).

    Project mention: What is an efficient algorithm for creating a sliding window convolution? | reddit.com/r/learnmachinelearning | 2021-06-07
  • Scout APM

    Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.

  • flaxOptimizers

    A collection of optimizers, some arcane others well known, for Flax.

    Project mention: [P] Implementation of MADGRAD optimization algorithm for Tensorflow | reddit.com/r/MachineLearning | 2021-04-22

    For those who are interested, I have a Flax implementation of MADGRAD in flaxOptimizers (here). The optimizer solid and a refreshing departure from Adam-derived optimizers. One big caveat, however, is that you will need to tune your hyperparameters as they are likely to be orders of magnitude different from Adam's value.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2021-06-20.

Python Optimizers related posts

Index

What are some of the best open-source Optimizer projects in Python? This list will help you:

Project Stars
1 ML-Optimizers-JAX 35
2 dnn_from_scratch 21
3 flaxOptimizers 19
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