Top 23 Python Optimization Projects

• Ray

  43 31,322 10.0 Python

  Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

  

Project mention: Ray: Unified framework for scaling AI and Python applications | news.ycombinator.com | 2024-05-03

• BayesianOptimization

  5 7,521 5.5 Python

  A Python implementation of global optimization with gaussian processes.

  

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• scikit-opt

  1 4,955 3.3 Python

  Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman)

• optimum

  8 2,174 9.5 Python

  🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools

  

Project mention: FastEmbed: Fast and Lightweight Embedding Generation for Text | dev.to | 2024-02-02

Shout out to Huggingface's Optimum – which made it easier to quantize models.

• pennylane

  3 2,124 9.8 Python

  PennyLane is a cross-platform Python library for differentiable programming of quantum computers. Train a quantum computer the same way as a neural network.

  

Project mention: PennyLane: Python library for differentiable programming of quantum computers | news.ycombinator.com | 2024-05-07

• pyomo

  14 1,848 10.0 Python

  An object-oriented algebraic modeling language in Python for structured optimization problems.

  

Project mention: pyomo VS timefold-solver - a user suggested alternative | libhunt.com/r/pyomo | 2024-01-04

• rl-baselines3-zoo

  11 1,791 6.2 Python

  A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

  

Project mention: Can't solve MountainCar-v0 with A2C algorithm (stable-baselines3) | /r/reinforcementlearning | 2023-06-27

I'm trying to solve MountainCar-v0 enviroment from gymnasium with the A2C algorithm and the agent doesn't find a solution. I checked this so I added import stable_baselines3.common.sb2_compat.rmsprop_tf_like as RMSpropTFLike. Also checked the rl-baselines3-zoo for the hyperparameter tuning. So my code is:

• SaaSHub

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• GeneticAlgorithmPython

  17 1,719 8.6 Python

  Source code of PyGAD, a Python 3 library for building the genetic algorithm and training machine learning algorithms (Keras & PyTorch).

• MLBox

  1 1,477 0.0 Python

  MLBox is a powerful Automated Machine Learning python library.

• model-optimization

  1 1,470 6.8 Python

  A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

  

• pyswarms

  1 1,228 1.3 Python

  A research toolkit for particle swarm optimization in Python

Project mention: Pyswams Library | /r/learnpython | 2023-12-01

Hello I'm trying to use this library: pyswarms and it works fine with the base code that they give

• vizier

  5 1,174 9.3 Python

  Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.

  

• Gradient-Free-Optimizers

  11 1,108 5.0 Python

  Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.

• rl-baselines-zoo

  2 1,106 0.0 Python

  A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.

• evotorch

  14 972 4.7 Python

  Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.

  

• jaxopt

  1 891 7.8 Python

  Hardware accelerated, batchable and differentiable optimizers in JAX.

  

• geoopt

  2 799 4.3 Python

  Riemannian Adaptive Optimization Methods with pytorch optim

  

• cvxportfolio

  3 797 9.9 Python

  Portfolio optimization and back-testing.

  

Project mention: cvxportfolio: NEW Portfolio Selection and Optimisation - star count:690.0 | /r/algoprojects | 2023-12-10

• evalml

  2 713 8.7 Python

  EvalML is an AutoML library written in python.

  

• opytimizer

  7 594 5.5 Python

  🐦 Opytimizer is a Python library consisting of meta-heuristic optimization algorithms.

• ck

  9 580 10.0 Python

  Collective Mind (CM) is a small, modular, cross-platform and decentralized workflow automation framework with a human-friendly interface and reusable automation recipes to make it easier to build, run, benchmark and optimize AI, ML and other applications and systems across diverse and continuously changing models, data, software and hardware (by mlcommons)

  

• neptune-client

  24 537 9.7 Python

  📘 The MLOps stack component for experiment tracking

  

Project mention: Show HN: A gallery of dev tool marketing examples | news.ycombinator.com | 2023-10-07

Hi I am Jakub. I run marketing at a dev tool startup https://neptune.ai/ and I share learnings on dev tool marketing on my blog https://www.developermarkepear.com/.

Whenever I'd start a new marketing project I found myself going over a list of 20+ companies I knew could have done something well to “copy-paste” their approach as a baseline (think Tailscale, DigitalOCean, Vercel, Algolia, CircleCi, Supabase, Posthog, Auth0).

So past year and a half, I’ve been screenshoting examples of how companies that are good at dev marketing do things like pricing, landing page design, ads, videos, blog conversion ideas. And for each example I added a note as to why I thought it was good.

Now, it is ~140 examples organized by tags so you can browse all or get stuff for a particular topic.

Hope it is helpful to some dev tool founders and marketers in here.

wdyt?

Also, I am always looking for new companies/marketing ideas to add to this, so if you’d like to share good examples I’d really appreciate it.

• MICA

  1 509 3.8 Python

  MICA - Towards Metrical Reconstruction of Human Faces [ECCV2022] (by Zielon)

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Python Optimization related posts

• PennyLane: Python library for differentiable programming of quantum computers

  1 project | news.ycombinator.com | 7 May 2024

• pyomo VS timefold-solver - a user suggested alternative

  2 projects | 4 Jan 2024

• cvxportfolio: NEW Portfolio Selection and Optimisation - star count:690.0

  1 project | /r/algoprojects | 10 Dec 2023

• Using Large Language Models for Hyperparameter Optimization, Zhang et al. 2023 [GPT-4 is quite good at finding the optimal hyperparameters for machine learning tasks]

  2 projects | /r/mlscaling | 10 Dec 2023

• Show HN: Opvious, a batteries-included optimization platform

  1 project | news.ycombinator.com | 1 Nov 2023

• [P] Advice needed for what tool/algorithm is appropriate

  2 projects | /r/MachineLearning | 23 Sep 2023

• Large Language Models as Optimizers

  1 project | news.ycombinator.com | 8 Sep 2023
• A note from our sponsor - SaaSHub
  www.saashub.com | 10 May 2024

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