Top 6 quantum-machine-learning Open-Source Projects
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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.
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covalent
Pythonic tool for orchestrating machine-learning/high performance/quantum-computing workflows in heterogeneous compute environments. (by AgnostiqHQ)
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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.
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QuantumVariationalRewinding
Covalent demonstration of the QVR algorithm using a cryptocurrency time series use case
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quantum-nearest-classifier
Cirq implementation of Nearest Centroid Classification on a Trapped Ion Quantum Computer (Johri et al., 2020)
Project mention: PennyLane: Python library for differentiable programming of quantum computers | news.ycombinator.com | 2024-05-07
Pretty interesting request, if SSH is not used, i would try using something like dask which uses tcp to connect and execute assuming your workers are in another machine.I also think something like covalent can be used to extend your own custom plugin in their ecosystem to connect how you want. We have a very custom private plugin written on top of covalent's to have a custom protocol to connect our central on-prem GPU machines to our local laptops that is rpc based, mostly for high performance as well as some mandate security from where the GPU machines are. Once done it is pretty much something like
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Index
What are some of the best open-source quantum-machine-learning projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | pennylane | 2,124 |
| 2 | covalent | 698 |
| 3 | qubo-nn | 40 |
| 4 | Quantum-Computing-Guide | 40 |
| 5 | QuantumVariationalRewinding | 17 |
| 6 | quantum-nearest-classifier | 4 |
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