{"id":12925,"date":"2026-08-10T10:52:13","date_gmt":"2026-08-10T10:52:13","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-production-llm-deployment-vllmfastapimodal-and-ai-chatbot-2025-3\/"},"modified":"2026-08-10T10:52:13","modified_gmt":"2026-08-10T10:52:13","slug":"udemy-production-llm-deployment-vllmfastapimodal-and-ai-chatbot-2025-3","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-production-llm-deployment-vllmfastapimodal-and-ai-chatbot-2025-3\/","title":{"rendered":"Udemy \u2013 Production LLM Deployment: vLLM,FastAPI,Modal and AI Chatbot 2025-3"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Production LLM Deployment: vLLM, FastAPI, Modal and AI Chatbot. This comprehensive course teaches participants how to efficiently and scalablely deploy large language models to support thousands of requests, leveraging cutting-edge technologies such as vLLM, FastAPI and the Modal platform. Combining theoretical foundations with intensive hands-on exercises, this course provides the skills needed to design and launch robust, interactive inference services. Participants learn how to deploy models capable of processing thousands of parallel requests using vLLM, design a modular pipeline for model download and inference, and create a memory-capable chatbot that interacts with built-in endpoints. Additionally, they develop powerful, OpenAI-compatible APIs using FastAPI and vLLM, and deploy them in containerized environments to facilitate integration with external applications. Optimal resource management through concurrency and synchronization techniques for high model availability, optimizing GPU usage for parallel requests, and designing secure and scalable services with advanced authentication mechanisms and token-based access control are also covered. This course provides an in-depth introduction to the Modal platform, which, with its infrastructure-as-code approach, simplifies the deployment and scaling of models with just a few Python decorators. Topics include setting up an environment, running local and remote scripts, deploying a model with a single command, managing the application lifecycle, converting functions to web services with FastAPI, using lifecycle hooks to manage resources, and fully automating the deployment workflow. Ultimately, this course will enable participants to deploy AI models for business applications, personal projects, or customer engagements in a professional and efficient manner.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">They will learn volume mapping to efficiently manage model storage, reduce redundant data retrieval, optimize weight storage, and speed up access using a local storage strategy.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">They learn to deploy AI models with vLLM, manage thousands of requests, and design modular architectures for efficient model download and inference.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">They will learn to create a conversational AI chatbot using Python, integrating the OpenAI API for real-time, seamless chats with established language models.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Learn to use FastAPI and vLLM to build efficient and OpenAI-compatible APIs; deploy REST API endpoints in containers for seamless AI model interactions with external applications.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">They learn to use concurrency and synchronization to manage models, ensure high availability, and optimize GPU usage to efficiently handle many parallel inference requests.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">They will learn to design scalable systems with efficient scaling through Local Model Weights and Storage; and secure applications using Advanced Authentication and Token-based Access Control.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">They learn to execute GPU or CPU intensive functions in an application running locally on a powerful remote infrastructure (Modal Remote Infrastructure).<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">They will learn to deploy AI models with a single command to run on a remote infrastructure defined in the application code.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Implementing Web APIs: Learn to convert Python functions into Web Services using FastAPI in Modal, effectively integrating with multi-language applications.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">This course is designed for software developers and IT professionals looking to improve their skills in deploying and scaling machine learning models in a cloud environment.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">People who want to move beyond traditional infrastructure challenges like manual scaling and complex server setups and are interested in using serverless architecture for simplified operations.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Participants who appreciate a hands-on approach to learning and focus on implementing real-world solutions including API integration, container management, and cost-effective deployment strategies.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">People who want to deepen their understanding of cloud-based technologies, especially when it comes to optimizing machine learning workflows using platforms like Modal.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course details<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/ai-in-production-a-crash-course-in-modal-cloud-for-llms-inference\/?couponCode=KEEPLEARNING\" target=\"_blank\" rel=\"noopener\"><span dir=\"auto\" style=\"vertical-align: inherit\">Udemy<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/petar-petkanov\/\"><span dir=\"auto\" style=\"vertical-align: inherit\">Petar Petkanov<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training duration: 5 hours and 28 minutes<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Number of lessons: 20<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1015583 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Production-LLM-Deployment-vLLMFastAPIModal-and-AI-Chatbot-1.png\" alt=\"Production LLM Deployment: vLLM FastAPI Modal and AI Chatbot\" width=\"886\" height=\"323\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Prerequisites for the Production LLM Deployment: vLLM FastAPI Modal and AI Chatbot course<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Basic Python Skills: Familiarity with Python programming, as the course involves scripting and using Python-based tools.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Understanding of Machine Learning Concepts: A foundational grasp of machine learning principles and workflows will help in the application of deployment strategies.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Experience with Command Line Interfaces: Competence in using command line tools for installing packages and running scripts is beneficial.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Access to a Computer with Internet: A reliable computer setup with Internet access is necessary to follow along with the cloud-based exercises and deployments.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1015584 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Production-LLM-Deployment-vLLMFastAPIModal-and-AI-Chatbot.png\" alt=\"Production LLM Deployment: vLLM FastAPI Modal and AI Chatbot\" width=\"894\" height=\"411\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Sample course video<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-182261-1\"><video class=\"wp-video-shortcode\" id=\"video-182261-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_Downloadly.ir.mp4?nocache=1786174072957\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div dir=\"ltr\" style=\"text-align: left\">\n<h3><span dir=\"auto\" style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Subtitles: English<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<h4 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Downloadly<\/span><\/h4>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part1_Downloadly.ir.rar?nocache=1786174071\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part2_Downloadly.ir.rar?nocache=1786174071\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part3_Downloadly.ir.rar?nocache=1786174071\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 3 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part4_Downloadly.ir.rar?nocache=1786174071\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 4 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part5_Downloadly.ir.rar?nocache=1786174071\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 5 \u2013 417 MB<\/span><\/a><\/p>\n<h4 dir=\"ltr\">Rapidgator link<\/h4>\n<p><a href=\"https:\/\/rapidgator.net\/file\/7e9d50ad7a792ce605fa9fa70c0d53ba\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part1_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 1 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/e9b45e57537785aef5e9fb9659615720\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part2_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 2 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/a1a82120b496ed12e68ae91d75fdb0be\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part3_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 3 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/b6b7844036b1b7dd1792e161618b665c\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part4_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 4 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/be82034c2539de7ab0715c43837f8493\/Udemy_Production_LLM_Deployment_vLLM_FastAPI_Modal_and_AI_Chatbot_2025-3.part5_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 5 \u2013 417 MB<\/a>&nbsp;<\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">4.4 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Production LLM Deployment: vLLM, FastAPI, Modal and AI Chatbot. This comprehensive course teaches participants how to efficiently and scalablely dep<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[106198,106199,106200,106201,106202,106203],"class_list":["post-12925","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-production-llm-deployment-vllm-fastapi-modal-and-ai-chatbot","dgi_tag-download-course-production-llm-deployment-vllm-fastapi-modal-and-ai-chatbot","dgi_tag-download-production-llm-deployment-vllm-fastapi-modal-and-ai-chatbot","dgi_tag-free-download-production-llm-deployment-vllm-fastapi-modal-and-ai-chatbot","dgi_tag-free-production-llm-deployment-vllm-fastapi-modal-and-ai-chatbot","dgi_tag-petar-petkanov"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12925","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12925\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=12925"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=12925"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=12925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}