qubo-nn
pennylane
| qubo-nn | pennylane | |
|---|---|---|
| 3 | 3 | |
| 40 | 2,117 | |
| - | 1.6% | |
| 0.0 | 9.8 | |
| over 2 years ago | 7 days ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
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qubo-nn
- Reverse-Engineering QUBO Matrices
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How do you handle imbalanced datasets?
Here is an example.
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I accidentally tried to train 1 Quadrillion parameters - and a story of structural bias
In the course of that project (see here: https://github.com/instance01/qubo-nn) the second part turned out to be quite tough, likely due to the high dimensionality (4096 input size). In the post above I go through a mistake I made in which I assumed underfitting whereas in reality my data had structural bias (randomness that cannot be learnt by a neural network).
pennylane
- PennyLane: Python library for differentiable programming of quantum computers
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Library for Machine learning and quantum computing
Pennylane
- pennylane: PennyLane is a cross-platform Python library for differentiable programming of quantum computers. Train a quantum computer the same way as a neural network
What are some alternatives?
Cirq - A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.
qiskit-ibm-provider - Qiskit Provider for accessing the IBM Quantum Services: Online Systems and Simulators
PyTorch-VAE - A Collection of Variational Autoencoders (VAE) in PyTorch.
ADCME.jl - Automatic Differentiation Library for Computational and Mathematical Engineering
quantum-nearest-classifier - Cirq implementation of Nearest Centroid Classification on a Trapped Ion Quantum Computer (Johri et al., 2020)
qsearch - A compiler for quantum computers based on A* and numerical optimization.
machine_learning_refined - Notes, examples, and Python demos for the 2nd edition of the textbook "Machine Learning Refined" (published by Cambridge University Press).
d2l-en - Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
foolbox - A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
ivy - The Unified Machine Learning Framework [Moved to: https://github.com/unifyai/ivy]
qiskit-ibm-runtime - IBM Client for Qiskit Runtime