Quantum-Enhanced Cloud AI: The Next Frontier in Machine Learning and Deep Learning

Applications of Quantum AI in Healthcare, Finance, and Cybersecurity

Author(s): Amanpreet Singh*, Rupinder Singh, Jaswinder Singh, Jaspreet Singh and Hatem Salem Abu Hamatta

Pp: 33-50 (18)

DOI: 10.2174/9798898813215126010006

* (Excluding Mailing and Handling)

Abstract

Quantum Artificial Intelligence (Quantum AI) suits quantum computing and artificial intelligence to tackle complex issues such as multi-dimensional optimization and massive volumes of information more proficiently than classic strategies. Quantum AI utilizes quantum phenomena like superposition, entanglement, and tunneling, among others, to realize a speedup of several orders of magnitude compared to classical AI algorithms. Quantum AI is capable of being implemented for healthcare, finance, and cybersecurity. Whereas quantum simulations are used for accelerating drug discovery and for improving the accuracy of molecular modeling, they also benefit precision medicine through advanced genomic analysis as well as diagnostics, including precision diagnostics, through the precision testing of natural disease biomarkers, active and inactive metabolites, and toxic blood chemistry. Quantum AI in finance enhances trading profitability by accelerating the prediction of real-time market trends, optimization of the portfolio, and financial fraud detection, while processing vast datasets. Quantum cryptography, e.g., quantum key distribution, provides security in cybersecurity, whereas quantum algorithms, such as Shor, bring threats to encryption, and thus post-quantum cryptography is developed. This chapter shows that Quantum AI pertains to practical feasibility, despite error correction, coherence times, and a lack of algorithm development. What we show is about how Quantum AI can transform these sectors, what the stumbling blocks are, hardware scalability, and algorithm efficiency, in addition to quantum computing reliability. This study, therefore, highlights the importance of continuing to invest in Quantum AI so that it can be fully realized.


Keywords: AI ethics, Cloud AI, Cybersecurity, Economics, Entanglement, Finance, Frameworks, Google quantum, Healthcare, Hybrid computing, Intelligent computing, Quantum computing, Quantum machine learning, Quantum mechanics, Quantum AI.