OMLT VS dnn_from_scratch

Compare OMLT vs dnn_from_scratch and see what are their differences.

OMLT

Represent trained machine learning models as Pyomo optimization formulations (by cog-imperial)
Optimization Python neural-network gradient-boosted-trees Cnn modeling-language mathematical-programming mathematical-modelling nonlinear-programming mixed-integer-programming relu Onnx keras-neural-networks pyomo mixed-integer-optimization nonlinear-optimization
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dnn_from_scratch

A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation). (by ShivamShrirao)
convolutional-neural-networks backpropagate Cnn Gan generative-adversarial-network Deep Learning Mnist cifar Numpy Optimizers Library Python Computer Vision cnn-from-scratch ml-from-scratch Machine Learning neural-network deep-neural-networks Keras
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OMLT dnn_from_scratch
2 1
247 29
2.8% -
8.1 0.0
5 days ago almost 3 years ago
Python Python
GNU General Public License v3.0 or later -
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OMLT

Posts with mentions or reviews of OMLT. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-11-24.

dnn_from_scratch

Posts with mentions or reviews of dnn_from_scratch. We have used some of these posts to build our list of alternatives and similar projects.

What are some alternatives?

When comparing OMLT and dnn_from_scratch you can also consider the following projects:

JuMP.jl - Modeling language for Mathematical Optimization (linear, mixed-integer, conic, semidefinite, nonlinear)

deepxde - A library for scientific machine learning and physics-informed learning

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

HyperGAN - Composable GAN framework with api and user interface

snl-quest - An open source, Python-based software platform for energy storage simulation and analysis developed by Sandia National Laboratories.

ALAE - [CVPR2020] Adversarial Latent Autoencoders

fxpmath - A python library for fractional fixed-point (base 2) arithmetic and binary manipulation with Numpy compatibility.

guesslang - Detect the programming language of a source code

prima - PRIMA is a package for solving general nonlinear optimization problems without using derivatives. It provides the reference implementation for Powell's derivative-free optimization methods, i.e., COBYLA, UOBYQA, NEWUOA, BOBYQA, and LINCOA. PRIMA means Reference Implementation for Powell's methods with Modernization and Amelioration, P for Powell.

open-lpr - Open Source and Free License Plate Recognition Software

pybobyqa - Python-based Derivative-Free Optimization with Bound Constraints

Mask-RCNN-TF2 - Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow 2.0

OMLT vs JuMP.jl dnn_from_scratch vs deepxde OMLT vs pyomo dnn_from_scratch vs HyperGAN OMLT vs snl-quest dnn_from_scratch vs ALAE OMLT vs fxpmath dnn_from_scratch vs guesslang OMLT vs prima dnn_from_scratch vs open-lpr OMLT vs pybobyqa dnn_from_scratch vs Mask-RCNN-TF2