Jupyter Notebook Optimization

Open-source Jupyter Notebook projects categorized as Optimization

Top 11 Jupyter Notebook Optimization Projects

  • hyperlearn

    2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

    Project mention: 80% faster, 50% less memory, 0% loss of accuracy Llama finetuning | news.ycombinator.com | 2023-12-01

    Good point - the main issue is we encountered this exact issue with our old package Hyperlearn (https://github.com/danielhanchen/hyperlearn).

    I OSSed all the code to the community - I'm actually an extremely open person and I love contributing to the OSS community.

    The issue was the package got gobbled up by other startups and big tech companies with no credit - I didn't want any cash from it, but it stung and hurt really bad hearing other startups and companies claim it was them who made it faster, whilst it was actually my work. It hurt really bad - as an OSS person, I don't want money, but just some recognition for the work.

    I also used to accept and help everyone with their writing their startup's software, but I never got paid or even any thanks - sadly I didn't expect the world to be such a hostile place.

    So after a sad awakening, I decided with my brother instead of OSSing everything, we would first OSS something which is still very good - 5X faster training is already very reasonable.

    I'm all open to other suggestions on how we should approach this though! There are no evil intentions - in fact I insisted we OSS EVERYTHING even the 30x faster algos, but after a level headed discussion with my brother - we still have to pay life expenses no?

    If you have other ways we can go about this - I'm all ears!! We're literally making stuff up as we go along!

  • NextFace

    A high-fidelity 3D face reconstruction library from monocular RGB image(s)

  • WorkOS

    The modern API for authentication & user identity. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  • AeroSandbox

    Aircraft design optimization made fast through modern automatic differentiation. Composable analysis tools for aerodynamics, propulsion, structures, trajectory design, and much more.

  • Optimization-Python

    General optimization (LP, MIP, QP, continuous and discrete optimization etc.) using Python

  • fCWT

    The fast Continuous Wavelet Transform (fCWT) is a library for fast calculation of CWT.

    Project mention: My first published crate! | /r/rust | 2023-04-03

    This crate is a direct translation of fCWT Library written in C++ by Arts, L.P.A. and van den Broek, E.L. (https://github.com/fastlib/fCWT) I changed certain functions that I cannot translate, it seems like it could be eliminated, or the difference between fftw Library and rustfft crate. (fCWT used fftw, and fastcwt used rustfft.)

  • cpsat-primer

    Using and Understanding ortools' CP-SAT: A Primer and Cheat Sheet

    Project mention: Using and Understanding CP-SAT: A Primer and Cheat Sheet | news.ycombinator.com | 2023-04-11
  • market-making-backtest

    algo trading backtesting on BitMEX

  • InfluxDB

    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.

  • Optimal_Classification_Trees

    Three MIP models for optimal classification tree: OCT, binOCT, flowOCT

  • Routing-Optimizer

    This solution was written in python and is based on the vehicle routing problem

  • qiskit-projects

    Projects done with the help of IBMs qiskit

  • notebooks

    Optimization notebooks (by opvious)

    Project mention: Opvious - deploy optimization models with just a few lines of code | /r/Python | 2023-11-01

    More interactive examples

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 2023-12-01.

Jupyter Notebook Optimization related posts

Index

What are some of the best open-source Optimization projects in Jupyter Notebook? This list will help you:

Project Stars
1 hyperlearn 1,510
2 NextFace 645
3 AeroSandbox 608
4 Optimization-Python 219
5 fCWT 197
6 cpsat-primer 184
7 market-making-backtest 66
8 Optimal_Classification_Trees 40
9 Routing-Optimizer 3
10 qiskit-projects 3
11 notebooks 0
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