MACHINE LEARNING MODEL DEPLOYMENT USING FASTAPI AND DOCKER: A MODERN APPROACH TO SCALABLE AI SERVICES
Keywords:
Machine Learning Deployment, FastAPI, Docker, Containerization, MLOps, Model Serving, API Development, Cloud Computing, Microservices, DevOpsAbstract
This research paper explores the modern approaches to deploying machine learning models in production environments using FastAPI and Docker. The study addresses the critical challenges faced in transitioning machine learning models from development to production, focusing on scalability, maintainability, and performance optimization. We present a comprehensive framework that leverages FastAPI's high-performance capabilities and Docker's containerization benefits to create robust, production-ready machine learning services. Our findings demonstrate significant improvements in deployment efficiency, with a 40% reduction in response time compared to traditional deployment methods and a 60% increase in system scalability.
References
Obloev, K. H. (2025). ADVANCED THEORETICAL APPLICATIONS OF PYTHON PROGRAMMING. PEDAGOGIK TADQIQOTLAR JURNALI, 2(2), 80-83.
Ogli, O. K. H. (2024). PROGRAMMING AND DIGITAL ART: CREATING THROUGH ALGORITHMS. BIOLOGIYA VA KIMYO FANLARI ILMIY JURNALI, 1(10), 39-44.
Ogli, O. K. H. (2024). PYTHON AND THE EVOLUTION OF PROGRAMMING PARADIGMS: A DEEP DIVE INTO VERSATILITY. WORLD OF SCIENCE, 7(12), 49-55.
Ogli, O. K. H. (2024). THE ROLE OF BLOCKCHAIN TECHNOLOGY IN ENHANCING CYBERSECURITY IN EDUCATION. MASTERS, 2(12), 57-62.
Ogli, O. K. H. (2024). LEVERAGING PYDANTIC FOR DATA VALIDATION AND SETTINGS MANAGEMENT IN PYTHON APPLICATIONS. MASTERS, 2(12), 63-69.
Ogli, O. K. H. (2024). PYTHON’S ROLE IN REVOLUTIONIZING AUTOMATION AND WORKFLOW OPTIMIZATION. BIOLOGIYA VA KIMYO FANLARI ILMIY JURNALI, 1(10), 33-38.
Ogli, O. K. H. (2024). PYTHON AND ARTIFICIAL INTELLIGENCE: REVOLUTIONIZING DECISION-MAKING IN MODERN SYSTEMS. WORLD OF SCIENCE, 7(12), 56-61.
Ogli, O. K. H. (2024). THE ROLE OF BLOCKCHAIN TECHNOLOGY IN DIGITAL ART: CREATING AUTHENTICITY AND OWNERSHIP. PSIXOLOGIYA VA SOTSIOLOGIYA ILMIY JURNALI, 2(10), 83-88.
Ogli, O. K. H. (2024). THE IMPORTANCE OF DATA ENCRYPTION IN INFORMATION SECURITY. PSIXOLOGIYA VA SOTSIOLOGIYA ILMIY JURNALI, 2(10), 89-94.
Ogli, O. K. H. (2024). ENHANCING STUDENT LEARNING OUTCOMES THROUGH AI-ASSISTED EDUCATION. QISHLOQ XO'JALIGI VA GEOGRAFIYA FANLARI ILMIY JURNALI, 2(5), 57-63.
Ogli, O. K. H. (2024). THE IMPACT OF CYBERSECURITY AWARENESS TRAINING ON ORGANIZATIONAL SECURITY. QISHLOQ XO'JALIGI VA GEOGRAFIYA FANLARI ILMIY JURNALI, 2(5), 50-56.
Boboqulova, M. X. (2025). YUQORI CHASTOTALI SIGNALLARNI UZATISH USULLARI. PEDAGOGIK TADQIQOTLAR JURNALI, 2(2), 32-35.
