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MicroAlgo Inc. Researches Quantum Machine Learning Algorithms to Accelerate Machine Learning Tasks
Globenewswire· 2025-05-20 20:00
文章核心观点 - 公司宣布将量子算法与机器学习深度融合,以探索量子加速的实际应用场景,其量子机器学习技术有独特优势和广泛应用前景 [1][6][7] 量子机器学习算法介绍 - 量子机器学习算法将量子计算原理应用于机器学习领域,利用量子比特特性实现并行数据处理和高效计算,相比经典算法在多方面有显著优势 [2] 公司技术开发流程 - 公司量子机器学习技术开发遵循“问题建模 - 量子电路设计 - 实验验证 - 优化迭代”闭环流程,针对具体任务对数据进行预处理、设计量子电路、运行并转换结果、验证和优化模型 [3] 技术优化策略 - 量子特征映射通过特定技术将经典数据嵌入量子态空间,增强数据可区分性 [4] - 量子电路优化采用自适应变分算法动态调整电路深度,平衡计算资源和模型表达能力 [4] - 混合量子 - 经典架构结合量子和经典计算优势实现高效协同训练 [5] - 噪声抑制技术通过引入量子纠错码和误差缓解策略解决当前量子硬件噪声问题,提高计算精度 [5] 算法优势 - 利用量子计算并行性和效率加速机器学习任务,能处理复杂数据集,提高模型训练速度和预测准确性,可处理高维数据和复杂模式,且具有强可扩展性和灵活性 [6] 应用领域 - 在金融领域可用于金融时间序列数据预测分析,提高交易决策准确性和效率 [7] - 在医疗领域可支持个性化医疗计划制定,准确预测治疗结果并提供定制医疗方案 [7] - 在物流领域可应用于供应链管理和物流优化,提供分析和决策支持 [7] - 还可用于网络安全、智能制造和能源管理等领域,提供高效数据分析和优化解决方案 [7] 公司概况 - 公司致力于定制中央处理算法的开发和应用,通过将算法与软硬件结合为客户提供综合解决方案,服务包括算法优化、提升算力、轻量级数据处理和数据智能服务等 [9][10]
MicroAlgo Inc. Announces Research on Quantum Information Recursive Optimization (QIRO) Algorithm, for Combinatorial Optimization Problems to Expand and Solve New Ideas
Globenewswire· 2025-05-14 22:15
Shenzhen, May 14, 2025 (GLOBE NEWSWIRE) -- MicroAlgo Inc. Announces Research on Quantum Information Recursive Optimization (QIRO) Algorithm, for Combinatorial Optimization Problems to Expand and Solve New Ideas Shenzhen, May. 14, 2025––MicroAlgo Inc. (the "Company" or "MicroAlgo") (NASDAQ: MLGO), today announced the research of the Quantum Information Recursive Optimization (QIRO) algorithm, which aims to provide a new approach to combinatorial optimization problems by leveraging the power of quantum comput ...
MicroAlgo Inc. Develops Quantum Convolutional Neural Network (QCNN) Architecture to Enhance the Performance of Traditional Computer Vision Tasks Using Quantum Mechanics Principles
Prnewswire· 2025-05-13 03:00
SHENZHEN, China, May 12, 2025 /PRNewswire/ -- MicroAlgo Inc. (the "Company" or "MicroAlgo") (NASDAQ: MLGO), they announced today their research on quantum visual computing, exploring the integration of quantum computing with classical convolutional neural networks. They are developing a Quantum Convolutional Neural Network (QCNN) architecture to enhance the performance of traditional computer vision tasks using quantum mechanics principles.The Quantum Convolutional Neural Network (QCNN) architecture is an i ...
MicroAlgo Inc. Develops Quantum Edge Detection Algorithm, Offering New Solutions for Real-Time Image Processing and Edge Intelligence Devices
Prnewswire· 2025-05-01 23:50
SHENZHEN, China, May 1, 2025 /PRNewswire/ -- MicroAlgo Inc. (the "Company" or "MicroAlgo") (NASDAQ: MLGO), announced today that their newly developed quantum edge detection algorithm has broken through the limitations of classical methods. This technology optimizes the feature extraction process through quantum circuits, reducing computational complexity from O(N²) to O(N) while maintaining detection accuracy, thereby providing new solutions for real-time image processing and edge intelligence devices.The q ...