{"id":46472,"date":"2024-09-20T17:22:22","date_gmt":"2024-09-20T11:52:22","guid":{"rendered":"https:\/\/staging.nanoschool.in\/wp\/?p=46472"},"modified":"2026-04-06T14:52:34","modified_gmt":"2026-04-06T09:22:34","slug":"ai-model-deployment-and-serving","status":"publish","type":"post","link":"https:\/\/staging.nanoschool.in\/wp\/aiws\/ai-model-deployment-and-serving\/","title":{"rendered":"AI Model Deployment and Serving"},"content":{"rendered":"<div class=\"nsp-isolated-wrapper\">\n<p><meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n    <link rel=\"stylesheet\" href=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/font-awesome\/6.0.0-beta3\/css\/all.min.css\">\n<style>\n* {\nbox-sizing: border-box;\nmargin: 0;\npadding: 0;\n}\nbody {\nfont-family: Arial, sans-serif;\n}\n.aih-navbar {\ndisplay: flex;\njustify-content: space-between; \nalign-items: center;\npadding: 10px 20px;\nbackground-color: #ffffff;\nborder-bottom: 1px solid #eeeeee;\nheight: 60px; \n}\n.aih-logo-container {\ndisplay: flex;\nalign-items: center;\n}\n.aih-logo-img {\nheight: 35px; 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width: 250px;\">\n<div class=\"nsp-hero-label\">Mentor Based<\/div>\n<\/div>\n<\/figure>\n<div class=\"nsp-hero-body\">\n<h1 class=\"nsp-hero-title\">AI Model Deployment and Serving<\/h1>\n<p class=\"nsp-hero-excerpt\">Deploy, Scale, and Manage AI Models for Real-Time Predictions <\/p>\n<div class=\"nsp-hero-ctas\">\n<p><a href=\"https:\/\/staging.nanoschool.in\/wp\/ai-course\/registration\/?pid=369\" class=\"nsp-btn nsp-btn--primary\" id=\"enbtn\">Register Now<\/a><a href=\"https:\/\/staging.nanoschool.in\/wp\/ai\/aipg\/\" class=\"nsp-btn nsp-btn--outline\" id=\"enbtn\">Explore Details<\/a><\/p>\n<p class=\"nsp-hero-note\">Early access to e-LMS included<\/p>\n<\/div>\n<div>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"nsp-meta\">\n<ul class=\"nsp-meta-list nsp-layout-3col\">\n<li><strong>Mode:<\/strong> Online\/ e-LMS<\/li>\n<li><strong>Type:<\/strong> Mentor Based<\/li>\n<li><strong>Level:<\/strong> Moderate<\/li>\n<li><strong>Duration:<\/strong> 3 Weeks<\/li>\n<\/ul>\n<\/section>\n<section class=\"nsp-block\">\n<div style=\"display: flex;justify-content: space-between;\">\n<div style=\"width: auto;\">\n<h2>About This Course<\/h2>\n<div>\n<p>This program focuses on the end-to-end process of AI model deployment, exploring cloud-based platforms, containerization, and model serving frameworks like TensorFlow Serving, Flask, and Kubernetes. Participants will gain hands-on experience in deploying models and managing them post-deployment for real-time or batch predictions.<\/p>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"nsp-block\">\n<h2>Aim<\/h2>\n<div>\n<p>To provide advanced knowledge on deploying and serving machine learning models in production environments. This program covers best practices for ensuring scalability, real-time inference, and continuous model management.<\/p>\n<h4><\/h4>\n<\/div>\n<\/section>\n<section class=\"nsp-block\">\n<h2>Program Objectives<\/h2>\n<div>\n<ul>\n<li>Learn the complete process of deploying AI models in production.<\/li>\n<li>Implement scalable and secure model serving systems.<\/li>\n<li>Understand the differences between batch and real-time inference.<\/li>\n<li>Explore cloud and containerization solutions for AI models.<\/li>\n<li>Manage post-deployment challenges like model drift and retraining.<\/li>\n<\/ul>\n<\/div>\n<\/section>\n<section class=\"nsp-block\">\n<h2>Program Structure<\/h2>\n<h4><strong>Module 1: Introduction to AI Model Deployment<\/strong><\/h4>\n<ul>\n<li>Overview of Model Deployment and Serving<\/li>\n<li>Challenges in Deploying Machine Learning Models<\/li>\n<li>Differences Between Model Development and Deployment<\/li>\n<li>Key Concepts: Latency, Scalability, and Monitoring<\/li>\n<\/ul>\n<hr \/>\n<h4><strong>Module 2: Model Serving Architectures<\/strong><\/h4>\n<ul>\n<li>Overview of Model Serving Architectures<\/li>\n<li>Batch vs. Real-Time Serving<\/li>\n<li>REST APIs for Model Deployment<\/li>\n<li>Microservices Architecture for AI Models<\/li>\n<\/ul>\n<hr \/>\n<h4><strong>Module 3: Deploying Models on Cloud Platforms<\/strong><\/h4>\n<ul>\n<li>Cloud-Based Model Deployment (AWS, Google Cloud, Azure)<\/li>\n<li>Introduction to MLaaS (Machine Learning as a Service)<\/li>\n<li>Deploying Models with Docker and Kubernetes<\/li>\n<li>Case Study: Deploying a Model on AWS SageMaker<\/li>\n<\/ul>\n<hr \/>\n<h4><strong>Module 4: Continuous Integration and Continuous Deployment (CI\/CD) for ML<\/strong><\/h4>\n<ul>\n<li>Understanding CI\/CD Pipelines for Machine Learning<\/li>\n<li>Automating Model Deployment Workflows<\/li>\n<li>Integrating CI\/CD with Model Retraining<\/li>\n<li>Tools: Jenkins, GitHub Actions, and CircleCI<\/li>\n<\/ul>\n<hr \/>\n<h4><strong>Module 5: Model Monitoring and Maintenance<\/strong><\/h4>\n<ul>\n<li>Monitoring Model Performance in Production<\/li>\n<li>Drift Detection: Data Drift and Concept Drift<\/li>\n<li>Automated Model Retraining and Updates<\/li>\n<li>Logging, Metrics, and Alerts for Model Health<\/li>\n<\/ul>\n<hr \/>\n<h4><strong>Module 6: Model Optimization for Serving<\/strong><\/h4>\n<ul>\n<li>Model Compression Techniques (Quantization, Pruning)<\/li>\n<li>Optimizing Models for Edge Devices<\/li>\n<li>Reducing Latency with Batch Inference<\/li>\n<li>Tools for Model Optimization (TensorRT, ONNX)<\/li>\n<\/ul>\n<hr \/>\n<h4><strong>Module 7: Security and Privacy in Model Deployment<\/strong><\/h4>\n<ul>\n<li>Securing Deployed Models: Authentication, Encryption<\/li>\n<li>Handling Sensitive Data in Model Serving<\/li>\n<li>GDPR and Data Privacy Concerns in AI<\/li>\n<li>Case Studies in Secure Model Deployment<\/li>\n<\/ul>\n<hr \/>\n<h4><strong>Module 8: Final Project<\/strong><\/h4>\n<ul>\n<li>Design and Deploy a Machine Learning Model for Real-Time Serving<\/li>\n<li>Focus Areas: Cloud Deployment, CI\/CD Pipeline, or Monitoring<\/li>\n<li>Present the Deployment Strategy, Challenges, and Solutions<\/li>\n<li>Evaluation Based on Practical Implementation and Scalability<\/li>\n<\/ul>\n<\/section>\n<section class=\"nsp-block\">\n<h2>Who Should Enrol?<\/h2>\n<div>\n<p>Data scientists, AI engineers, DevOps professionals, and cloud engineers focused on model deployment and serving.<\/p>\n<\/div>\n<\/section>\n<section class=\"nsp-block\">\n<h2>Program Outcomes<\/h2>\n<div>\n<ul>\n<li>Mastery of deploying AI models using Docker and Kubernetes.<\/li>\n<li>Ability to implement real-time and batch inference systems.<\/li>\n<li>Skills to monitor and maintain deployed models in production.<\/li>\n<li>Experience in handling model drift and retraining in production.<\/li>\n<\/ul>\n<\/div>\n<\/section>\n<section class=\"nsp-block\">\n<h2>Fee Structure<\/h2>\n<div class=\"nsp-fee-grid nsp-layout-2col\">\n<div class=\"nsp-fee-card\">\n<p><strong>Discounted:<\/strong> \u20b98499 | $112<\/p>\n<\/div>\n<\/div>\n<p class=\"nsp-currency-note\">We accept 20+ global currencies.<span class=\"nsp-link\" > <a data-toggle=\"modal\" data-bs-toggle=\"modal\" data-target=\"#frm-modal-0\" data-bs-target=\"#frm-modal-0\" href=\"#\">View list \u2192<\/a><\/span><\/p>\n<\/section>\n<section class=\"nsp-block\">\n<h2>What You&#8217;ll Gain<\/h2>\n<div class=\"nsp-takeaways nsp-layout-2col\">\n<div>\n<ul class=\"nsp-takeaways-list\">\n<li>Full access to e-LMS<\/li>\n<li>Real-world dry lab projects<\/li>\n<li>1:1 project guidance<\/li>\n<li>Publication opportunity<\/li>\n<li>Self-assessment &#038; 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However, the pace at which the content was presented made it challenging for some attendees, including myself, to fully grasp and absorb the information.<\/p>\n\"><p>Undoubtedly, the professor's expertise was evident, and their ability to cover a vast amount of material within the given timeframe was impressive. However, the pace at which the content was presented made it challenging for some attendees, including myself, to fully grasp and absorb the information.<\/p>\n<\/span> <span style=\"all:initial!important;display:block!important;margin-top:10px!important;font-size:12px!important;color:#64748b!important;\"> <span aria-label=\"Testimonial Author: Mario Rigo\" style=\"all:initial!important;\">Mario Rigo<\/span> \u2022 <time style=\"all:initial!important;\" datetime=\"November 30, 2023 at 5:18 pm\">November 30, 2023 at 5:18 pm<\/time><\/span><\/div><\/div>\n<\/div><\/div><div class=\"frm_grid_container\"><div class=\"frm12\" style=\"border-color: #ffffff;background-color: #ffffff;\"><div style=\"all:initial!important;display:flex!important;flex-wrap:wrap!important;gap:18px!important;justify-content:center!important;align-items:stretch!important;width:100%!important;max-width:1200px!important;margin:0 auto!important;padding:14px!important;background:#f8fafc!important;border:1px solid #eef2f7!important;border-radius:12px!important;box-sizing:border-box!important;\" aria-label=\"Testimonial Section\"> <div style=\"all:initial!important;flex:0 1 320px!important;width:auto!important;background:#ffffff!important;border:1px solid #e5e7eb!important;border-radius:12px!important;box-shadow:0 6px 18px rgba(15,23,42,.06)!important;padding:16px 18px!important;color:#0f172a!important;font:400 14px\/1.55 system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif!important;text-align:left!important;transition:transform .2s ease, box-shadow .2s ease, border-color .2s ease!important;box-sizing:border-box!important;\" role=\"listitem\"> <div style=\"all:initial!important;line-height:1!important;\"> <span style=\"all:initial!important;font-size:18px!important;color:#f59e0b!important;fill:currentColor!important;vertical-align:middle!important;\">\u2605\u2605\u2605\u2605\u2605<\/span> <\/div> <div style=\"all:initial!important;display:flex!important;align-items:center!important;justify-content:space-between!important;gap:10px!important;margin-bottom:8px!important;\"> <strong style=\"all:initial!important;color:#0f172a!important;font-weight:700!important;font-size:16px!important;\">Power BI and Advanced SQL Mastery Integration Workshop, CRISPR-Cas Genome Editing: Workflow, Tools and Techniques<\/strong> <\/div> <span style=\"all:initial!important;display:block!important;margin-top:6px!important;color:#334155!important;font-size:14px!important;max-height:80px !important;overflow:hidden!important;text-overflow:ellipsis!important;\" aria-label=\"Testimonial Content: <p>Good! Thank you<\/p>\n\"><p>Good! Thank you<\/p>\n<\/span> <span style=\"all:initial!important;display:block!important;margin-top:10px!important;font-size:12px!important;color:#64748b!important;\"> <span aria-label=\"Testimonial Author: Silvia Santopolo\" style=\"all:initial!important;\">Silvia Santopolo<\/span> \u2022 <time style=\"all:initial!important;\" datetime=\"December 5, 2023 at 4:01 pm\">December 5, 2023 at 4:01 pm<\/time><\/span><\/div><\/div>\n<\/div><\/div><div class=\"frm_grid_container\"><div class=\"frm12\" style=\"border-color: #ffffff;background-color: #ffffff;\"><div style=\"all:initial!important;display:flex!important;flex-wrap:wrap!important;gap:18px!important;justify-content:center!important;align-items:stretch!important;width:100%!important;max-width:1200px!important;margin:0 auto!important;padding:14px!important;background:#f8fafc!important;border:1px solid #eef2f7!important;border-radius:12px!important;box-sizing:border-box!important;\" aria-label=\"Testimonial Section\"> <div style=\"all:initial!important;flex:0 1 320px!important;width:auto!important;background:#ffffff!important;border:1px solid #e5e7eb!important;border-radius:12px!important;box-shadow:0 6px 18px rgba(15,23,42,.06)!important;padding:16px 18px!important;color:#0f172a!important;font:400 14px\/1.55 system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif!important;text-align:left!important;transition:transform .2s ease, box-shadow .2s ease, border-color .2s ease!important;box-sizing:border-box!important;\" role=\"listitem\"> <div style=\"all:initial!important;line-height:1!important;\"> <span style=\"all:initial!important;font-size:18px!important;color:#f59e0b!important;fill:currentColor!important;vertical-align:middle!important;\">\u2605\u2605\u2605\u2605\u2605<\/span> <\/div> <div style=\"all:initial!important;display:flex!important;align-items:center!important;justify-content:space-between!important;gap:10px!important;margin-bottom:8px!important;\"> <strong style=\"all:initial!important;color:#0f172a!important;font-weight:700!important;font-size:16px!important;\">Artificial Intelligence for Cancer Drug Delivery<\/strong> <\/div> <span style=\"all:initial!important;display:block!important;margin-top:6px!important;color:#334155!important;font-size:14px!important;max-height:80px !important;overflow:hidden!important;text-overflow:ellipsis!important;\" aria-label=\"Testimonial Content: <p>Informative lectures<\/p>\n\"><p>Informative lectures<\/p>\n<\/span> <span style=\"all:initial!important;display:block!important;margin-top:10px!important;font-size:12px!important;color:#64748b!important;\"> <span aria-label=\"Testimonial Author: G Jyothi\" style=\"all:initial!important;\">G Jyothi<\/span> \u2022 <time style=\"all:initial!important;\" datetime=\"January 18, 2024 at 11:44 pm\">January 18, 2024 at 11:44 pm<\/time><\/span><\/div><\/div>\n<\/div><\/div><div class=\"frm_grid_container\"><div class=\"frm12\" style=\"border-color: #ffffff;background-color: #ffffff;\"><div style=\"all:initial!important;display:flex!important;flex-wrap:wrap!important;gap:18px!important;justify-content:center!important;align-items:stretch!important;width:100%!important;max-width:1200px!important;margin:0 auto!important;padding:14px!important;background:#f8fafc!important;border:1px solid #eef2f7!important;border-radius:12px!important;box-sizing:border-box!important;\" aria-label=\"Testimonial Section\"> <div style=\"all:initial!important;flex:0 1 320px!important;width:auto!important;background:#ffffff!important;border:1px solid #e5e7eb!important;border-radius:12px!important;box-shadow:0 6px 18px rgba(15,23,42,.06)!important;padding:16px 18px!important;color:#0f172a!important;font:400 14px\/1.55 system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif!important;text-align:left!important;transition:transform .2s ease, box-shadow .2s ease, border-color .2s ease!important;box-sizing:border-box!important;\" role=\"listitem\"> <div style=\"all:initial!important;line-height:1!important;\"> <span style=\"all:initial!important;font-size:18px!important;color:#f59e0b!important;fill:currentColor!important;vertical-align:middle!important;\">\u2605\u2605\u2605\u2605\u2605<\/span> <\/div> <div style=\"all:initial!important;display:flex!important;align-items:center!important;justify-content:space-between!important;gap:10px!important;margin-bottom:8px!important;\"> <strong style=\"all:initial!important;color:#0f172a!important;font-weight:700!important;font-size:16px!important;\">Artificial Intelligence for Cancer Drug Delivery<\/strong> <\/div> <span style=\"all:initial!important;display:block!important;margin-top:6px!important;color:#334155!important;font-size:14px!important;max-height:80px !important;overflow:hidden!important;text-overflow:ellipsis!important;\" aria-label=\"Testimonial Content: <p>delt with all the topics associated with the subject matter<\/p>\n\"><p>delt with all the topics associated with the subject matter<\/p>\n<\/span> <span style=\"all:initial!important;display:block!important;margin-top:10px!important;font-size:12px!important;color:#64748b!important;\"> <span aria-label=\"Testimonial Author: RAVIKANT SHEKHAR\" style=\"all:initial!important;\">RAVIKANT SHEKHAR<\/span> \u2022 <time style=\"all:initial!important;\" datetime=\"February 7, 2024 at 11:01 pm\">February 7, 2024 at 11:01 pm<\/time><\/span><\/div><\/div>\n<\/div><\/div><\/div>\n<br \/>\n<a href=\"https:\/\/staging.nanoschool.in\/wp\/nstc\/feedback-view\/\" class=\"nsp-view-all\">View All Feedbacks \u2192<\/a><br \/>\n<\/section>\n<p><\/main><\/p>\n<div class=\"nsp-sticky\">\n<p><a href=\"https:\/\/staging.nanoschool.in\/wp\/enroll-me\/?pid=369\" class=\"nsp-btn nsp-btn--sticky nsp-btn--primary\">Register Now<\/a><\/p>\n<p><a href=\"https:\/\/staging.nanoschool.in\/wp\/ai\/aipg\/\" class=\"nsp-btn nsp-btn--sticky 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