Quantum Generative Models
Generative models are a class of machine learning models that focus on learning the underlying patterns of a dataset in order to generate new, similar data. You’ve seen classical examples….
Category: Quantum Computing
Hybrid Quantum-Classical Models
Quantum computers are promising but still in their early stages. Most current quantum devices (known as Noisy Intermediate-Scale Quantum or NISQ devices) cannot handle complex tasks alone due to limited….
Quantum Data Encoding
Quantum computers work with qubits, which behave very differently from classical bits. However, our world is still classical — data from images, audio, text, financial markets, or DNA sequences is….
Quantum Clustering Algorithms
Clustering is one of the foundational methods in machine learning. It’s used to group similar data points together without needing labeled data—this is called unsupervised learning. Classical algorithms like k-means,….
Quantum Principal Component Analysis
Principal Component Analysis (PCA) is a cornerstone method in classical machine learning and statistics. It helps reduce the dimensionality of datasets while preserving as much of the variation as possible…..
Quantum Boltzmann Machines
Quantum Boltzmann Machines are a quantum-enhanced version of classical Boltzmann Machines, which are a type of stochastic recurrent neural network used in unsupervised machine learning. The quantum twist allows them….
Quantum Neural Networks
As machine learning continues to evolve, researchers constantly look for ways to enhance the performance and capability of neural networks. One of the most exciting frontiers in this effort is….
Quantum Support Vector Machines
In today’s world, machine learning plays a central role in almost every aspect of technology. One of the classic algorithms in this field is the Support Vector Machine (SVM), known….
Distributed Quantum Computing
Quantum computing is poised to revolutionize how we process information. But building a single, all-powerful quantum computer is incredibly hard, especially when scaling to large numbers of qubits. This is….
Quantum Channel Capacities
Quantum channels form the backbone of quantum communication. Whether it’s distributing entanglement, transmitting qubits, or sending classical information securely, the capacity of a quantum channel tells us how much information….