LLM Serving Frameworks: Deploying and Scaling Large Language Models Efficiently | Uplatz

Description

Welcome to this comprehensive video on LLM Serving Frameworks, where we explore the backbone technologies that enable Large Language Models (LLMs) — such as GPT, LLaMA, Mistral, and Claude — to run at scale in production environments. As enterprises move toward AI-powered applications, copilots, and autonomous systems, LLM serving frameworks are essential for efficient model hosting, inference optimization, scaling, and monitoring. These frameworks handle the complex orchestration of GPUs, memory, batching, and distributed inference — ensuring performance and reliability in real-world deployments. In this session, we’ll dive deep into the core architecture, tools, and techniques used for serving and managing LLMs in production, both in the cloud and on-premises. This tutorial is ideal for AI engineers, ML practitioners, DevOps professionals, and cloud architects building scalable infrastructure for large-scale generative AI workloads. You’ll learn: 🔹 What LLM Serving Frameworks are and why they matter 🔹 The challenges of deploying large-scale language models 🔹 Core features — inference optimization, quantization, and distributed serving 🔹 Overview of leading frameworks:   • vLLM — optimized for high-throughput LLM inference   • Triton Inference Server (NVIDIA) — multi-framework model serving with GPU acceleration   • Ray Serve — scalable serving layer for distributed LLM workloads   • Text Generation Inference (Hugging Face) — optimized for transformer-based LLMs   • TorchServe and TensorRT — model deployment and runtime acceleration 🔹 Model quantization and memory optimization techniques 🔹 Integrating APIs and endpoints for real-time inference 🔹 Using batch processing and dynamic scheduling for performance scaling 🔹 Monitoring latency, throughput, and resource utilization 🔹 Deploying across hybrid and multi-cloud environments 🔹 Best practices for cost optimization and fault tolerance LLM Serving Frameworks form the infrastructure foundation of modern generative AI, enabling enterprises to deliver real-time, scalable, and cost-efficient AI applications. This video is a good explainer to help you understand the fundamentals and workflow of LLM Serving Frameworks. For complete, in-depth training, please refer to the full course provided by Uplatz. ------------------------------------------------------------- 📢 Disclosure: This video has been AI-generated for educational purposes to provide structured, high-quality learning content on AI Infrastructure, Cloud Deployment, and Machine Learning technologies. ------------------------------------------------------------- #LLMServing #LargeLanguageModels #AI #MachineLearning #LLMOps #vLLM #NVIDIA #Triton #HuggingFace #RayServe #TorchServe #TensorRT #GenerativeAI #AIOps #CloudComputing #GPU #AIInference #DistributedComputing #MLOps #Uplatz #TechEducation #AITutorial #LLMServingFrameworks #AIEngineer ------------------------------------------------------------- 🌐 Welcome to Uplatz – Your Gateway to Career Transformation! To access full courses or training bundles: 📧 support@uplatz.com 🌐 https://uplatz.com 🎓 About Uplatz Uplatz is a global leader in online IT training, empowering learners across 180+ countries with practical, industry-aligned skills in emerging technologies. 📘 Explore Our Course Portfolio: ✅ Agentic AI & LLMs – LangChain, OpenAI API, AutoGen, CrewAI, AI Agents ✅ Machine Learning & AI – Deep Learning, Generative AI, Neural Networks, MLOps ✅ DevOps & Cloud – AWS, Azure, GCP, Docker, Kubernetes, Terraform, Jenkins, CI/CD ✅ Programming & Frameworks – Python, FastAPI, Flask, Streamlit, Java, JavaScript, SQL ✅ Data & Analytics – Data Science, Data Engineering, Power BI, Tableau, Big Data (Hadoop, Spark, Kafka) ✅ Cybersecurity & Networking – Ethical Hacking, Network Security, Cloud Security ✅ CRM & ERP – SAP (all modules), Salesforce, Oracle ERP, Microsoft Dynamics ✅ Web & App Development – Full-Stack Development, React, Angular, Node.js, Django, Flutter 🎯 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 #AI #AgenticAI #LLM #MachineLearning #DevOps #Python #FastAPI #Streamlit #Flask #DataEngineering #CloudComputing #SAP #Salesforce #AWS #Azure #GCP #Cybersecurity #CareerGrowth