Quantum Machine Learning ML Frameworks

Frameworks, libraries, and research implementations combining quantum computing with machine learning algorithms. Includes quantum neural networks, variational quantum circuits, quantum state preparation, and quantum NLP. Does NOT include general quantum computing, classical ML frameworks, or recommendation systems.

There are 139 quantum machine learning frameworks tracked. 5 score above 70 (verified tier). The highest-rated is PennyLaneAI/pennylane at 100/100 with 3,105 stars and 440,006 monthly downloads. 5 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	PennyLaneAI/pennylane PennyLane is an open-source quantum software platform for quantum computing,...	100	Verified	3,105	Python
2	netket/netket Machine learning algorithms for many-body quantum systems	93	Verified	668	Python
3	qiskit-community/qiskit-machine-learning An open-source library built on Qiskit for quantum machine learning tasks at...	90	Verified	951	Python
4	mit-han-lab/torchquantum A PyTorch-based framework for Quantum Classical Simulation, Quantum Machine...	72	Verified	1,607	Jupyter Notebook
5	tencent-quantum-lab/tensorcircuit Tensor network based quantum software framework for the NISQ era	71	Verified	344	Python
6	tensorflow/quantum An open-source Python framework for hybrid quantum-classical machine learning.	67	Established	2,098	Python
7	pyRiemann/pyRiemann-qiskit A library for machine learning and quantum programming based on pyRiemann...	67	Established	31	Python
8	sQUlearn/squlearn scikit-learn interface for quantum algorithms	64	Established	103	Python
9	QuantumBFS/Yao.jl Extensible, Efficient Quantum Algorithm Design for Humans.	60	Established	1,021	Julia
10	pasqal-io/quantum-evolution-kernel A Graph Machine Learning library using Quantum Computing	58	Established	56	Python
11	PennyLaneAI/pennylane-cirq The PennyLane-Cirq plugin integrates Google's Cirq software library with...	56	Established	63	Python
12	matt-lourens/hierarqcal Generate hierarchical quantum circuits for Neural Architecture Search.	53	Established	53	Python
13	dwavesystems/dwave-scikit-learn-plugin A plugin to scikit-learn for quantum-classical hybrid solving	52	Established	16	Python
14	Winter-Soren/quantum-ml-handbook This repository consists of documentation regarding quantum machine learning...	52	Established	99	TypeScript
15	mspronesti/qlearnkit A python library for quantum machine learning and quantum deep learning,...	52	Established	39	Python
16	CSTR-Edinburgh/merlin This is now the official location of the Merlin project.	51	Established	1,321	Python
17	krishnakumarsekar/awesome-quantum-machine-learning Here you can get all the Quantum Machine learning Basics, Algorithms ,Study...	51	Established	3,311	HTML
18	XanaduAI/strawberryfields Strawberry Fields is a full-stack Python library for designing, simulating,...	51	Established	839	Python
19	qmlcode/qmllib Quantum machine learning (QML) molecular representations and core functions	49	Emerging	24	Python
20	XanaduAI/quantum-neural-networks This repository contains the source code used to produce the results...	49	Emerging	333	Python
21	jialuechen/torchquant PyTorch for Quantitative Finance : Refine Derivatives Hedging and Pricing...	49	Emerging	195	Python
22	waleed-sh/neuraLQX A high performance simulations toolkit for loop quantum gravity, built with NetKet	49	Emerging	7	Python
23	QuantumBFS/SSSS "Deep Learning and Quantum Programming" Spring School @ Song Shan Lake	48	Emerging	179	Jupyter Notebook
24	NVIDIA-Merlin/Merlin NVIDIA Merlin is an open source library providing end-to-end GPU-accelerated...	48	Emerging	883	Python
25	NVIDIA-Merlin/models Merlin Models is a collection of deep learning recommender system model...	47	Emerging	294	Python
26	merlinquantum/merlin MerLin enables researchers to build, train, and benchmark photonic quantum...	47	Emerging	24	Python
27	XanaduAI/quantum-learning This repository contains the source code used to produce the results...	47	Emerging	119	Jupyter Notebook
28	NVIDIA-Merlin/systems Merlin Systems provides tools for combining recommendation models with other...	45	Emerging	94	Python
29	Qulacs-Osaka/scikit-qulacs scikit-qulacs is a library for quantum neural network. This library is based...	45	Emerging	25	Python
30	MonitSharma/Learn-Quantum-Machine-Learning Learn Quantum Machine Learning	45	Emerging	80	Jupyter Notebook
31	BoltzmannEntropy/QMLDocker A docker container for quantum machine learning (QML) research	43	Emerging	46	Jupyter Notebook
32	zlatko-minev/zlatko-minev-quantum-repository Research presentations, lectures, tutorials, and technical notes by Dr....	43	Emerging	68	Python
33	dcavar/nlqk Natural Language Qu Kit (NLQK)	43	Emerging	3	Python
34	qiskit-community/prototype-quantum-kernel-training Toolkit for training quantum kernels in machine learning applications	42	Emerging	44	Python
35	ericardomuten/qml-vqa-library A curated list of recent textbooks, reviews, perspectives, and research...	42	Emerging	64	—
36	jajapuramshivasai/Open_Project_Winter_2025 This repo contains problem statement, assignments, timeline, guidelines and ...	42	Emerging	3	Jupyter Notebook
37	nymath/torchqtm TorchQuantum is a backtesting framework that integrates the structure of...	42	Emerging	50	Cython
38	fancompute/qpga Simulations of photonic quantum programmable gate arrays	42	Emerging	110	Jupyter Notebook
39	artix41/awesome-quantum-ml Curated list of awesome papers and resources in quantum machine learning	41	Emerging	406	—
40	PennyLaneAI/generative-quantum-states Official code for the paper "Predicting Properties of Quantum Systems with...	40	Emerging	36	Jupyter Notebook
41	ericardomuten/qcnn-hep A Google Summer of Code 2021 Project Repository. This project aims to...	38	Emerging	34	Jupyter Notebook
42	yifan1207/Quantum-Based-Machine-Learning-Simulation A Quantum Computing and Machine Learning Model that accelerates the Drug...	37	Emerging	39	Python
43	sebasmos/QuantumVE Vision Transformer embeddings enable scalable quantum SVMs with real-world...	36	Emerging	9	Jupyter Notebook
44	merlinquantum/reproduced_papers Benchmarking photonic QML against the wider QML landscape to reveal what...	36	Emerging	8	Jupyter Notebook
45	opendev-labs/Quantum-ML Quantum-ML is a hybrid quantum-classical machine learning project leveraging...	35	Emerging	3	Python
46	nhanhqq/FireQuan "FireQuan: A lightweight hybrid quantum-classical architecture with Patch...	35	Emerging	5	Python
47	teddykoker/nequip-eqx JAX implementation of the NequIP neural network interatomic potential	34	Emerging	16	Python
48	Arif-PhyChem/MLQD MLQD is a Python Package for Machine Learning-based Quantum Dissipative Dynamics	34	Emerging	16	Jupyter Notebook
49	kareem1925/Ismailia-school-of-AI Introduction about AI, quantum machine learning, and computational models	33	Emerging	22	Jupyter Notebook
50	UKPLab/qnlpai2025-ham-classifier A quantum-native efficient classification algorithm	32	Emerging	7	Python
51	netket/netket_fidelity Projected time-dependent Variational Monte Carlo (p-tVMC) method based on...	32	Emerging	17	Python
52	viventriglia/Quantum_Neural_Network_QNN Does adding quantum features improve the overall performance of a neural network?	32	Emerging	20	Jupyter Notebook
53	contepablod/QCNNCancerBinaryClassifier Quantum Convolutional Neural Network to classify esophagus cancer	32	Emerging	30	Jupyter Notebook
54	uhasan1/Quantum-Machine-Learning Here you can get all the Quantum Machine learning Basics, Algorithms ,Study...	31	Emerging	18	HTML
55	COVID-19-AI-Research-Project/AI-Quantum-Tensorflow Open-source Artificial Intelligence & Quantum Technologies research and...	31	Emerging	12	Shell
56	maximer-v/qml-unlocked This is the public repository of the book "QML Unlocked" by Javier Mancilla M.	31	Emerging	8	Jupyter Notebook
57	Shreyan1/QuantumAI-Noob2Pro Building an OpenSource repo for guiding NOOBS --to-> PRO in QuantumAI 🚀	31	Emerging	16	Jupyter Notebook
58	Robertales/QuantuMoonLight A low-code platform to execute a typical pipeline for machine learning tasks...	30	Emerging	10	HTML
59	Crisp-Unimib/MERLIN MERLIN is a global, model-agnostic, contrastive explainer for any tabular or...	30	Emerging	19	Python
60	haimengzhao/quantum-fed-infer A quantum machine learning algorithm for quantum non-IID federated learning	30	Emerging	29	Jupyter Notebook
61	slohani-ai/machine-learning-for-physical-sciences AI assisted Quantum technologies	30	Emerging	13	Jupyter Notebook
62	NITeQ/QARBoM.jl Quantum-Assisted Restricted Boltzmann Machine Framework	29	Experimental	10	Julia
63	simoneroncallo/quantum-optical-neuron Quantum optical neuron that classifies objects without reconstructing their images.	29	Experimental	6	Jupyter Notebook
64	ycchen1989/Quantum_Long_Short_Term_Memory Implementation of Quantum Long Short-term Memory (QLSTM)	29	Experimental	7	Python
65	news-vt/eqmarl This is the repository for the paper "eQMARL: Entangled Quantum Multi-Agent...	28	Experimental	8	Jupyter Notebook
66	opontorno/Hybrid-Quantum-Neural-Network-for-binary-classification Final project for the university course 'Quantum Computer Programming', held...	28	Experimental	6	Jupyter Notebook
67	yrsobrinho/BreastCancerQuanvolution This repository contains the official implementation of the paper: “A Hybrid...	27	Experimental	5	Jupyter Notebook
68	HedasLaMenace/Quantum-Machine-Learning 🔍 Explore Quantum Machine Learning by comparing Hybrid VQC and Quantum...	27	Experimental	1	JavaScript
69	Arif-PhyChem/AIQD_FMO Script for data generation and Code for our article "Predicting the future...	26	Experimental	5	Python
70	LukePower01/ml-to-qml Final year project, exploring the field of quantum machine learning.	26	Experimental	5	Jupyter Notebook
71	rangsimanketkaew/ml-qm-book หนังสือปัญญาประดิษฐ์สำหรับเคมีควอนตัม - Machine Learning in Quantum Chemistry Book	26	Experimental	3	TeX
72	arXiv-research/Quatm Active research, development, and testing of Machine-Learning algorithms...	24	Experimental	2	C++
73	martus-spinther/synaphe-project A programming language for hybrid AI and quantum computing. Compile-time...	24	Experimental	2	Python
74	christopher-altman/christopher-altman.github.io Research highlights in quantum technology and artificial intelligence;...	24	Experimental	2	JavaScript
75	brianlechthaler/QuantumSolutions Solving real-world problems with NISQ-era quantum computing hardware.	23	Experimental	2	Jupyter Notebook
76	redx94/QIP-X 🚀 QIP-X Framework – Quantum-Integrated AI & Cryptography A cutting-edge...	23	Experimental	2	Python
77	carlpat86/Quantum-Machine-Learning "Quantum attention functions are the keys to quantum machine learning.” -...	23	Experimental	2	—
78	junayed-hasan/Quantum-Machine-Learning This repository implements knowledge distillation from classical to quantum...	23	Experimental	6	Jupyter Notebook
79	lolloberga/quantum_weather_station This repository features a project blending Quantum Computing and Machine...	23	Experimental	6	Jupyter Notebook
80	christopher-altman/ibm-qml-kernel Quantum kernel estimation with backend-matched IBM noise modeling, plus...	23	Experimental	7	Python
81	HABER7789/AutoPulseSynth Single qubit quantum control pulse simulation under parameter variation	22	Experimental	—	HTML
82	SidRichardsQuantum/Quantum_Machine_Learning Modular PennyLane-based quantum machine learning framework with reusable...	22	Experimental	—	Jupyter Notebook
83	manasvimk/Quantum-Key-Distribution-QKD-Secure-Messaging-Simulator A Python-based simulation of the BB84 Quantum Key Distribution protocol...	22	Experimental	—	Python
84	Satyabrat2005/QML-benchmarks QML Benchmarks is a research-driven repository implementing and benchmarking...	22	Experimental	—	—
85	COVID-19-AI-Research-Project/AI-Quantum-DWave-Leap Open-source Artificial Intelligence & Quantum Technologies research and...	22	Experimental	7	—
86	WilliamBidle/QST A public Python package to perform quantum state tomography through maximum...	22	Experimental	7	Python
87	hittall/quantum-lab-circuit Simulate and visualize quantum circuits in your browser with interactive...	22	Experimental	—	JavaScript
88	sergio94al/Automatic_design_of_quantum_feature_maps_Genetic_Auto-Generation Registered Software. Official code of the published article "Automatic...	22	Experimental	10	Jupyter Notebook
89	CoolK0912/qml_chestMnist Quantum and Classical machine learning circuits for ChestMnist image classification	22	Experimental	—	Jupyter Notebook
90	christopher-altman/quantum-kernel Foundations of quantum representation. Expressivity and geometry analysis of...	21	Experimental	2	Python
91	gerardPlanella/QGNN UvA Master thesis "Towards Quantum Graph Neural Networks". The research...	21	Experimental	8	Python
92	acbbullock/Neural-Network-Quantum-States A machine learning demonstration of neural network quantum states in Modern Fortran	21	Experimental	8	Fortran
93	AndreKev/quantum Data Science and Cryptography, at a quantum level	21	Experimental	8	R
94	bithabib/quantum_machine_learning Welcome to the Quantum Machine Learning repository! This repository is a...	21	Experimental	8	—
95	hitarth64/quantum-inspired-cluster-expansion Quantum-inspired Cluster Expansion: formulating chemical space search as...	20	Experimental	12	Python
96	ericardomuten/CERN-QGAN A CERN openlab Summer Student Programme 2021 Project Repository. In this...	20	Experimental	13	Jupyter Notebook
97	Arif-PhyChem/QD3SET The first and the only dataset in the field of Quantum Dissipative Dynamics	20	Experimental	5	Jupyter Notebook
98	mdipietro09/QuantumComputing_Utils Examples of Quantum Computing use cases	20	Experimental	6	Jupyter Notebook
99	jprouhana/qml-error-mitigation ZNE and measurement mitigation for noisy VQC	19	Experimental	—	Jupyter Notebook
100	KOSASIH/UniversalQuantumNetwork The Universal Quantum Network (UQN) project aims to develop a groundbreaking...	19	Experimental	21	Python
101	MarcinPlodzien/Quantum-Machine-Learning-Introduction Lectures on hybrid quantum-classical machine learning given during "VI...	18	Experimental	5	Jupyter Notebook
102	AgnostiqHQ/Quantum-Variational-Rewinding Covalent demonstration of the QVR algorithm using a cryptocurrency time...	18	Experimental	21	Jupyter Notebook
103	tommasofioravanti/sq-learn-experiments Experiments and numerical simulations to test and assess quantum algorithms...	18	Experimental	7	Jupyter Notebook
104	Hrishikesh332/Quantum-Machine-Learning Quantum Machine Learning is Quantum Computing + Machine Learning 🧠. There...	17	Experimental	80	—
105	PTaylor18/Machine-Learning-Summer-Code Repository containing code for my learning of classical and quantum machine...	17	Experimental	13	Jupyter Notebook
106	Amey-2002/GSoC_2022_QMLHEP Repository for Applications of Quantum Machine Learning in High Energy...	15	Experimental	6	Jupyter Notebook
107	Arif-PhyChem/OSTL Code and data for our paper in JPCL "One-Shot Trajectory Learning of Open...	15	Experimental	2	Python
108	ItWorksOnKumaransMachine/QVDE-demo Computational physics demo of a Quantum Variational Dynamics Engine (QVDE)...	14	Experimental	—	Python
109	JackXammie/ML4SCI-QMLHEP-TASK3-Open-Task Commentary on quantum computing and quantum machine learning	14	Experimental	—	—
110	HARSHADBALAJI/quantum-speech-recognition A hybrid quantum-classical machine learning approach to speech recognition...	14	Experimental	—	Jupyter Notebook
111	JackXammie/ML4SCI-QMLHEP-TASK4-QGAN QGAN for signal/background classification using Cirq & TFQ.	14	Experimental	—	Python
112	MukundaKatta/quantumml QuantumML — Quantum Circuit Optimizer. Hybrid quantum-classical ML for...	14	Experimental	—	Python
113	subjugable-cuculuscanorus430/Advanced-State-Of-The-Art-Quantum-Supercomputer ⚛️ Build cutting-edge quantum supercomputers with Quantum OS, a robust...	14	Experimental	—	Python
114	JackXammie/ML4SCI-QMLHEP-TASK-1-Quantum_Computing Building and testing quantum machine learning model for high energy physics	14	Experimental	—	Python
115	ananyac9820/QGene Hybrid Classical-Quantum ML system for BRCA1/BRCA2 variant classification...	14	Experimental	—	Jupyter Notebook
116	Kumaranshub/QVDE-demo Computational physics demo of a Quantum Variational Dynamics Engine (QVDE)...	14	Experimental	—	Python
117	Romainiaccc/awesome-QAI-Papers-QML 📚 Discover key research papers on Quantum Machine Learning (QML) and explore...	14	Experimental	—	—
118	SeroviICAI/torch-quantum Quantum-native deep-learning layers that slot directly into PyTorch and run...	14	Experimental	3	Python
119	supreethmv/BILP-Q This repository contains the code to reproduce the results presented in the...	14	Experimental	12	Jupyter Notebook
120	ShailyMacwan/awesome-QAI-Papers-QComputing 🔄 Explore key research on Quantum Computing Fundamentals, focusing on...	14	Experimental	—	—
121	adham-waheed/qgnn-lite 🧬 Build and explore a minimal Quantum-Graph Neural Network for node...	14	Experimental	—	—
122	ahmed19999520-alt/EQST-GP-Theory EQST-GP stands for Extended Quantum String Theory with Gluon Plasma It is a...	14	Experimental	3	Python
123	sathvik-27/silent-quark-930 ⚙️ Streamline your development process with silent-quark-930, a powerful...	14	Experimental	—	Python
124	ghoraisaikat/QuantumVentures Implementing (and fiddling with) basic Quantum Computing ideas and Quantum ML	14	Experimental	—	Python
125	DOKOS-TAYOS/Efficient_Initialization_Tensor_Networks In this repository there is the code for initialize tensor network layers...	13	Experimental	2	Jupyter Notebook
126	Paulhb7/awesome-quantum-artificial-intelligence Curated list of resources, research papers, books, tutorials and frameworks...	13	Experimental	2	—
127	Qubico-Hack/tutorials Qubico: Quantum-Based Initiative for Classification and Optimization.	13	Experimental	—	Jupyter Notebook
128	bsiegelwax/784-Dimensional-Quantum-MNIST Quantum MNIST using amplitude encoding instead of dimensionality reduction.	13	Experimental	8	Jupyter Notebook
129	peixinshen/PhD-Thesis-Source-Code This repository provides the source code for some analytical and numerical...	12	Experimental	4	Mathematica
130	pferreirafabricio/ai-big-data-quantum 💡 Software Analysis For The Development Of Artificial Intelligence And Big...	12	Experimental	4	C#
131	AsithaIndrajith/q-sup-con Q-SupCon integrates quantum principles into supervised contrastive learning,...	12	Experimental	4	Jupyter Notebook
132	Kitsunp/Qram_Adaptative Welcome to the Quantum Adaptive Random Access Memory (QRAM) codebase, which...	11	Experimental	2	—
133	cevenkadir/NeuralQuantumStates.jl Neural quantum states in Julia	11	Experimental	2	Julia
134	arec1b0/QuantumAlgorithmDeepDive Comprehensive study and documentation of quantum algorithms, including both...	11	Experimental	2	CSS
135	alejandromorislara/Quantum-COPD-Detection Clasificación de sonidos respiratorios para detección de EPOC mediante...	11	Experimental	—	Jupyter Notebook
136	ManakRaj-7/meme-quantum-pulse Quantum-inspired graph neural network platform for real-time meme virality...	11	Experimental	—	TypeScript
137	RaheesAhmed/nqs-quantum-simulator A PyTorch implementation of a Neural Quantum State (NQS) simulator for...	11	Experimental	—	—
138	ascender1729/QuantumWaste A Quantum-Inspired Molecular Recycling Simulator utilizing quantum...	10	Experimental	4	JavaScript
139	zlaabsi/quantum_dl Quantum Deep Learning Algorithms	10	Experimental	1	—

Comparisons in this category

pennylane and quantum (100 vs 67) torchquantum and quantum (72 vs 67) pennylane and pennylane-cirq (100 vs 56) pennylane and qlearnkit (100 vs 52) qiskit-machine-learning and quantum (90 vs 67) torchquantum and tensorcircuit (72 vs 71) qiskit-machine-learning and qlearnkit (90 vs 52) qiskit-machine-learning and pyRiemann-qiskit (90 vs 67) qiskit-machine-learning and scikit-qulacs (90 vs 45) netket and neuraLQX (93 vs 49)