{"id":11455,"date":"2026-08-10T10:32:23","date_gmt":"2026-08-10T10:32:23","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-deploy-ml-model-in-production-with-fastapi-and-docker-2025-3\/"},"modified":"2026-08-10T10:32:23","modified_gmt":"2026-08-10T10:32:23","slug":"udemy-deploy-ml-model-in-production-with-fastapi-and-docker-2025-3","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-deploy-ml-model-in-production-with-fastapi-and-docker-2025-3\/","title":{"rendered":"Udemy \u2013 Deploy ML Model in Production with FastAPI and Docker 2025-3"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Deploy ML Models in Production with FastAPI and Docker. This course teaches you how to take machine learning models from the experimental stage to production applications. Using FastAPI and Docker, you\u2019ll learn the complete process of deploying ML models, from building powerful APIs to containerizing and deploying them to cloud platforms like Heroku and Microsoft Azure. The course includes hands-on projects like score prediction, wine quality classification, and lily species identification that help you learn industry best practices in API development, error management, and performance optimization. You\u2019ll also gain the skills you need for production environments by building CI\/CD pipelines and deploying scalable solutions. This course is designed for data scientists and developers who want to implement their models in real systems. By the end of the course, you will have the ability to build and deploy ML systems from start to finish and can demonstrate these skills to employers as a competitive advantage.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Deploy machine learning models in production using FastAPI and Docker.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Create APIs for ML models with FastAPI and optimized endpoints.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Containerize ML applications with Docker for scalable deployments.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Setting up CI\/CD pipelines for automated deployment and testing.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Train, evaluate, and store ML models, focusing on real-world datasets.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Deploy ML models on cloud platforms such as Heroku and Microsoft Azure.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Build and integrate a simple frontend for ML model APIs.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Implement logging, error handling, and request management in APIs.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Data scientists are eager to learn model deployment.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Machine learning engineers aiming to increase deployment skills.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Software developers interested in integrating ML into applications.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Tech enthusiasts curious about Docker, FastAPI, and cloud deployments.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Professionals transitioning into MLops or AI engineering roles.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Students with basic Python knowledge who are looking to build ML projects from start to finish.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course details: Deploy ML Model in Production with FastAPI and Docker<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/deploy-ml-model-in-production-with-fastapi-and-docker\/?couponCode=MT300725C\" target=\"_blank\" rel=\"noopener\"><span style=\"vertical-align: inherit\">Udemy<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor:&nbsp; <\/span><a class=\"ud-btn ud-btn-medium ud-btn-link ud-heading-sm ud-text-sm ud-instructor-links\" href=\"https:\/\/downloadlynet.ir\/tag\/meta-brains\/\" data-position=\"1\"><span class=\"ud-btn-label\"><span style=\"vertical-align: inherit\">Meta Brains<\/span><\/span><\/a><span style=\"vertical-align: inherit\"> , <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/skool-of-ai\/\"><span style=\"vertical-align: inherit\">Skool of AI<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 3 hours and 57 minutes<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Number of lessons: 57<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course syllabus in 2025\/5<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-997228 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/07\/Deploy-ML-Model-in-Production-with-FastAPI-and-Docker-1.png\" alt=\"Deploy ML Model in Production with FastAPI and Docker\" width=\"879\" height=\"1021\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Prerequisites for the Deploy ML Model in Production with FastAPI and Docker course<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Basic knowledge of Python programming.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Familiarity with machine learning concepts and workflows.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">A computer with internet access for software setup.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Willingness to learn and experiment with new tools like Docker and FastAPI.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span 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-997229 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/07\/Deploy-ML-Model-in-Production-with-FastAPI-and-Docker.png\" alt=\"Deploy ML Model in Production with FastAPI and Docker\" width=\"857\" height=\"365\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span 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-171647-1\"><video class=\"wp-video-shortcode\" id=\"video-171647-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Deploy_ML_Model_in_Production_with_FastAPI_and_Docker_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Deploy_ML_Model_in_Production_with_FastAPI_and_Docker_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Deploy_ML_Model_in_Production_with_FastAPI_and_Docker_Downloadly.ir.mp4?nocache=1786140825736\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Deploy_ML_Model_in_Production_with_FastAPI_and_Docker_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 style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Subtitles: None<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Udemy_Deploy_ML_Model_in_Production_with_FastAPI_and_Docker_2025-3.part1_Downloadly.ir.rar?nocache=1786140824\"><span style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Udemy_Deploy_ML_Model_in_Production_with_FastAPI_and_Docker_2025-3.part2_Downloadly.ir.rar?nocache=1786140824\"><span style=\"vertical-align: inherit\">Download Part 2 \u2013 563 MB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">1.5 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Deploy ML Models in Production with FastAPI and Docker. 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