Scalable AI Infrastructure: Caching, Load Balancing, and Inference at Scale | Uplatz скачать в хорошем качестве

Scalable AI Infrastructure: Caching, Load Balancing, and Inference at Scale | Uplatz

As AI systems move into production, scalability becomes the real challenge—not model accuracy alone. Serving models reliably under variable load, controlling latency, and managing costs requires carefully designed infrastructure for caching, load balancing, and inference. In this video, we break down the core strategies behind scalable AI infrastructure used in real-world deployments. This Uplatz Explainer video starts with the fundamentals of AI inference at scale. We explain why inference behaves differently from traditional web workloads, how model size and latency constraints shape infrastructure decisions, and why naive deployments quickly hit performance and cost bottlenecks. We then dive into caching strategies for AI systems. Topics include request-level caching, embedding and vector cache reuse, prompt and response caching, feature caching, and cache invalidation challenges. You’ll understand when caching works well, when it doesn’t, and how it dramatically reduces inference cost and response time. Next, we explore load balancing and traffic management for AI workloads. We cover intelligent routing, model-aware load balancing, GPU and accelerator utilization, batching strategies, queue-based smoothing, and multi-region inference architectures. You’ll see how balancing decisions directly affect throughput, tail latency, and reliability. The video also focuses on inference optimization techniques. We discuss model serving architectures, quantization, batching vs streaming, cold-start mitigation, autoscaling policies, and separating control planes from data planes. These strategies help teams serve models efficiently without overprovisioning expensive hardware. Finally, we connect infrastructure design to business outcomes—showing how scalable AI platforms improve user experience, control costs, and enable faster iteration across products. By the end of this video, you’ll have a clear framework for designing production-ready AI inference systems. This video is ideal for ML engineers, platform teams, SREs, cloud architects, and technical leaders building scalable AI-powered applications. #AIInfrastructure #ScalableAI #InferenceEngineering #MLOps #GenerativeAI #CloudArchitecture #AIEngineering #SystemDesign #PerformanceOptimization #Uplatz ---------------------------------------------- 🌐 Welcome to Uplatz – Your Gateway to Career Transformation! To access full courses or training bundles: 🌐 https://uplatz.com 📧 support@uplatz.com 🎓 About Uplatz Uplatz is a global leader in online IT and professional training, offering comprehensive courses in AI, machine learning, data science, cloud computing, cybersecurity, and enterprise technologies such as SAP, Oracle, Salesforce, and ServiceNow. With expert-led programs and real-world learning paths, Uplatz empowers learners and organizations across 190+ countries to build future-ready skills and thrive in the digital era. 📘 Explore Uplatz Course Portfolio Learn the most in-demand and emerging technologies with Uplatz: ✅ AI & Machine Learning – Agentic AI, LLMs, LangChain, Deep Learning, MLOps, LLMOps ✅ Cloud & DevOps – AWS, Azure, GCP, Docker, Kubernetes, Terraform, CI/CD ✅ Data & Analytics – Data Science, Data Engineering, Power BI, Tableau, Big Data (Spark, Kafka) ✅ Programming & Frameworks – Python, FastAPI, Django, Java, JavaScript, SQL ✅ Cybersecurity & Blockchain – Ethical Hacking, Cloud Security, Zero Trust, Blockchain & Web3 ✅ IoT & Embedded Systems – IoT Platforms, Edge Computing, Embedded C, Microcontrollers ✅ ERP & CRM – SAP (all modules), Salesforce, Oracle ERP, Microsoft Dynamics ✅ Web & App Development – Full-Stack Development, React, Angular, Node.js, Flutter 🎓 Master cutting-edge skills. Build your tech career with Uplatz. 🌐 Learn more: https://uplatz.com 🎯 Why Choose Uplatz ✔️ Job-focused, project-based learning ✔️ Globally recognized certifications ✔️ Lifetime access & affordable pricing ✔️ Career guidance and mentorship 🔔 Subscribe for weekly tech tutorials, demos, and success stories. 📲 Follow us on LinkedIn, Instagram, Twitter, and Facebook. #Uplatz #Tech #Technology #MachineLearning #CloudComputing #Learning