{"id":2706,"date":"2025-11-12T18:36:24","date_gmt":"2025-11-12T18:36:24","guid":{"rendered":"https:\/\/sansatechnology.net\/wordpress\/?page_id=2706"},"modified":"2025-11-12T18:46:40","modified_gmt":"2025-11-12T18:46:40","slug":"ai-automation-testing-with-generative-and-agentic-ai","status":"publish","type":"page","link":"https:\/\/sansatechnology.net\/wordpress\/professional-training\/ai-automation-testing-with-generative-and-agentic-ai\/","title":{"rendered":"AI Automation &amp; Testing with Generative and Agentic AI"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2706\" class=\"elementor elementor-2706\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d446ace e-flex e-con-boxed e-con e-parent\" data-id=\"d446ace\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-71a9d64 e-con-full e-flex e-con e-child\" data-id=\"71a9d64\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e40d5c8 elementor-widget elementor-widget-heading\" data-id=\"e40d5c8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">AI Automation &amp; Testing with Generative and Agentic AI<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df164c9 elementor-widget elementor-widget-text-editor\" data-id=\"df164c9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Instructor Led Online and In-Person Training Program<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3b8b209 e-flex e-con-boxed e-con e-parent\" data-id=\"3b8b209\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2bee5f5 e-con-full e-flex e-con e-child\" data-id=\"2bee5f5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-386f065 elementor-widget elementor-widget-heading\" data-id=\"386f065\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Course Program<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-159a9a0 elementor-widget elementor-widget-heading\" data-id=\"159a9a0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AI Automation &amp; Testing with Generative and Agentic AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-744d814 elementor-widget elementor-widget-text-editor\" data-id=\"744d814\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong data-start=\"178\" data-end=\"196\">Prerequisites:<\/strong> None \u2014 open to all professionals with an interest in testing and automation of AI applications<\/li><li><strong data-start=\"278\" data-end=\"299\">Mode of Delivery:<\/strong> In-Person, Online (Live Virtual), and Classroom options available<\/li><li><strong data-start=\"368\" data-end=\"381\">Duration:<\/strong><ul><li><strong data-start=\"401\" data-end=\"423\" data-is-only-node=\"\">6 weeks (36 hours)<\/strong> of guided instruction and resume preparation,<\/li><li><strong data-start=\"475\" data-end=\"486\">2 additional weeks<\/strong> dedicated to a hands-on <strong data-start=\"511\" data-end=\"528\">Final Project<\/strong><\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f7bb7d elementor-align-center elementor-widget elementor-widget-button\" data-id=\"0f7bb7d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/sansatechnology.net\/wordpress\/product\/generative-ai-and-agentic-ai-programming-training\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Enroll Now!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1db74a6 e-con-full e-flex e-con e-child\" data-id=\"1db74a6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3088a87 elementor-widget elementor-widget-text-editor\" data-id=\"3088a87\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"364\" data-end=\"388\">\ud83d\udd0d Course Overview<\/h3><p data-start=\"390\" data-end=\"554\">This instructor-led professional program offers a practical, end-to-end journey into <strong data-start=\"475\" data-end=\"538\">automation and testing of Generative and Agentic AI systems<\/strong> using Python.<\/p><p data-start=\"556\" data-end=\"829\">Across 12+ sessions, you\u2019ll gain deep, hands-on experience with industry-standard tools and frameworks \u2014 including <strong data-start=\"671\" data-end=\"752\">OpenAI APIs, Local LLMs, RAG applications,\u00a0 Testing\/Evaluation with RAGAS and LangSmith, and end to end testing with Playwright<\/strong> \u2014 to automate, evaluate, and ensure the quality of AI-driven applications.<\/p><p data-start=\"831\" data-end=\"1137\">The curriculum progresses from foundational Python and AI concepts to designing and executing <strong data-start=\"925\" data-end=\"1004\">automated test frameworks for LLMs, RAG pipelines, and Agentic AI workflows<\/strong>, culminating in a <strong data-start=\"1023\" data-end=\"1059\">portfolio-grade capstone project<\/strong> that demonstrates your ability to validate and optimize complex AI systems.<\/p><hr data-start=\"1139\" data-end=\"1142\" \/><h3 data-start=\"1144\" data-end=\"1168\">\u2705 What You\u2019ll Gain<\/h3><p data-start=\"1170\" data-end=\"1389\">\ud83d\ude80 <strong data-start=\"1173\" data-end=\"1207\">Master AI Testing &amp; Automation<\/strong><br data-start=\"1207\" data-end=\"1210\" \/>Learn how to design and automate tests for Generative and Agentic AI systems \u2014 from validating LLM responses and RAG precision to monitoring performance and safety in real-time.<\/p><p data-start=\"1391\" data-end=\"1631\">\ud83d\udca1 <strong data-start=\"1394\" data-end=\"1433\">Evaluate AI Systems with Confidence<\/strong><br data-start=\"1433\" data-end=\"1436\" \/>Use frameworks like <strong data-start=\"1456\" data-end=\"1469\">LangSmith<\/strong>, <strong data-start=\"1471\" data-end=\"1480\">RAGAS<\/strong>, and <strong data-start=\"1486\" data-end=\"1498\">DeepEval<\/strong> to measure model accuracy, context relevance, and faithfulness \u2014 ensuring every AI output meets business and compliance standards.<\/p><p data-start=\"1633\" data-end=\"1846\">\ud83e\udde0 <strong data-start=\"1636\" data-end=\"1676\">Test and Orchestrate Agent Workflows<\/strong><br data-start=\"1676\" data-end=\"1679\" \/>Validate multi-step reasoning, tool use, and decision-making across <strong data-start=\"1747\" data-end=\"1760\">LangGraph<\/strong>-based agents to ensure reliability, consistency, and predictability in AI behavior.<\/p><p data-start=\"1848\" data-end=\"2060\">\ud83d\udcca <strong data-start=\"1851\" data-end=\"1887\">Automate End-to-End QA Pipelines<\/strong><br data-start=\"1887\" data-end=\"1890\" \/>Integrate AI evaluation into <strong data-start=\"1919\" data-end=\"1938\">CI\/CD pipelines<\/strong>, track performance metrics, detect regressions, and apply Responsible AI principles in continuous testing environments.<\/p><p data-start=\"2062\" data-end=\"2272\">\ud83e\uddf0 <strong data-start=\"2065\" data-end=\"2100\">Test Real-World AI Applications<\/strong><br data-start=\"2100\" data-end=\"2103\" \/>Use <strong data-start=\"2107\" data-end=\"2121\">Playwright<\/strong> to perform end-to-end testing of AI chatbots and copilots, simulating user interactions while capturing and scoring responses for quality assurance.<\/p><p data-start=\"2274\" data-end=\"2531\">\ud83c\udfc6 <strong data-start=\"2277\" data-end=\"2312\">Build a Portfolio-Ready Project<\/strong><br data-start=\"2312\" data-end=\"2315\" \/>Develop a complete <strong data-start=\"2334\" data-end=\"2369\">AI Quality Automation Framework<\/strong> \u2014 combining test design, evaluation metrics, dashboards, and monitoring \u2014 supported by resume and interview preparation for QA, SDET, and AI Engineering roles.<\/p><hr data-start=\"2533\" data-end=\"2536\" \/><h3 data-start=\"2538\" data-end=\"2564\">\ud83d\udc65 Who Should Enroll<\/h3><ul data-start=\"2566\" data-end=\"3094\"><li data-start=\"2566\" data-end=\"2640\"><p data-start=\"2568\" data-end=\"2640\"><strong data-start=\"2568\" data-end=\"2592\">QA Engineers &amp; SDETs<\/strong> looking to upskill in testing AI applications<\/p><\/li><li data-start=\"2641\" data-end=\"2752\"><p data-start=\"2643\" data-end=\"2752\"><strong data-start=\"2643\" data-end=\"2666\">Software Developers<\/strong> exploring automation, validation, and performance optimization of LLM-based systems<\/p><\/li><li data-start=\"2753\" data-end=\"2848\"><p data-start=\"2755\" data-end=\"2848\"><strong data-start=\"2755\" data-end=\"2778\">AI\/ML Practitioners<\/strong> who want to add testing and evaluation frameworks to their skillset<\/p><\/li><li data-start=\"2849\" data-end=\"2964\"><p data-start=\"2851\" data-end=\"2964\"><strong data-start=\"2851\" data-end=\"2889\">Product Managers &amp; Technical Leads<\/strong> ensuring reliability, compliance, and quality in enterprise AI solutions<\/p><\/li><li data-start=\"2965\" data-end=\"3094\"><p data-start=\"2967\" data-end=\"3094\"><strong data-start=\"2967\" data-end=\"2984\">Professionals<\/strong> eager to transition into AI Quality Engineering, combining testing discipline with Generative AI innovation<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf4777e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"cf4777e\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-star\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M259.3 17.8L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccc099e elementor-widget elementor-widget-text-editor\" data-id=\"ccc099e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><em>&#8220;Growth begins at the edge of your comfort zone\u2014keep pushing, keep evolving.&#8221;<\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-be42c62 e-flex e-con-boxed e-con e-parent\" data-id=\"be42c62\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f968373 elementor-widget elementor-widget-heading\" data-id=\"f968373\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What will be covered?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bd2e78 elementor-widget elementor-widget-text-editor\" data-id=\"6bd2e78\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Course is divided in three sections.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bn6ezid elementor-section-content-top elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bn6ezid\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-dae59b1\" data-id=\"dae59b1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c163e08 elementor-widget elementor-widget-text-editor\" data-id=\"c163e08\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Session 1: Python Intro + OpenAI API Setup<\/h2><ul><li>Python fundamentals: syntax, variables, conditionals, loops, and functions<\/li><li>Exception handling basics<\/li><li>OpenAI API setup and environment configuration<\/li><li>Installing and using the OpenAI Python package<\/li><li>Lab: Write your first GPT chatbot using the OpenAI API<\/li><\/ul><h2>Session 2: Python for GenAI<\/h2><ul><li>Python working with Data types: strings, lists, dictionaries, and sets<\/li><li>Working with JSON, and API requests<\/li><li>Key libraries: pandas, numpy, requests, re, os, dotenv<\/li><li>Prompt engineering concepts with f-strings<\/li><li>OpenAI moderation API<\/li><li>Lab: Build a mini text-to-text transformer using OpenAI API including inbound moderation<\/li><\/ul><h2>Session 3: Working with Local LLMs<\/h2><ul><li>Overview of open-source LLMs such as LLaMA, Mistral, Phi, Gemma, GPT-OSS<\/li><li>Running models locally using Ollama<\/li><li>Hands-on: Prompting, inference, and comparison with OpenAI models<\/li><li>Lab: Run a local LLM and generate accounting or HR responses<\/li><\/ul><h2>Session 4: Retrieval-Augmented Generation (RAG)<\/h2><ul><li>Introduction to embeddings and vector search<\/li><li>Document loaders and chunking strategies<\/li><li>RAG pipeline setup<\/li><li>Lab: Build a document Q&amp;A bot using your own PDFs or Document Chunks<\/li><\/ul><h2>Session 5: Vector Databases (Milvus)<\/h2><ul><li>Understanding embeddings and cosine similarity<\/li><li>Setting up Milvus locally<\/li><li>Performing insertions, search, and similarity queries<\/li><li>Lab: Index and retrieve text data using Milvus<\/li><\/ul><h2><span style=\"font-size: 3rem;\">Session 6: Fine-Tuning LLMs<\/span><\/h2><ul style=\"font-size: 15px; font-style: normal; font-weight: 400;\"><li style=\"font-size: 15px;\">When and why to fine-tune a model<\/li><li style=\"font-size: 15px;\">Dataset preparation and JSONL format<\/li><li style=\"font-size: 15px;\">Fine-tuning with OpenAI<\/li><li style=\"font-size: 15px;\">Lab: Fine-tune OpenAI for classification or structured output<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-690ed9e\" data-id=\"690ed9e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5e382e9 elementor-widget elementor-widget-text-editor\" data-id=\"5e382e9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span style=\"font-size: 3rem; font-style: inherit;\">Session 7: Agentic AI Concepts<\/span><\/h2><ul><li>What are agents and how they differ from chatbots<\/li><li>Core agent loop: plan \u2192 act \u2192 observe \u2192 refine<\/li><li>Introduction to LangGraph and multi-agent collaboration<\/li><li>Lab: Create a two-agent conversation workflow<\/li><\/ul><div><h2 style=\"font-style: normal; color: #0f172a;\">Session 8: MCP Protocol and Server Hosting<\/h2><ul style=\"font-size: 15px; font-style: normal; font-weight: 400;\"><li style=\"font-size: 15px;\">Understanding Model Context Protocol (MCP)<\/li><li style=\"font-size: 15px;\">Hosting your own MCP server for custom AI tools<\/li><li style=\"font-size: 15px;\">Integrating MCP with OpenAI ecosystem<\/li><li style=\"font-size: 15px;\">Lab: Deploy a simple MCP service for external access<\/li><\/ul><div><h2 style=\"font-style: normal; color: #0f172a;\">Session 9: Evaluation Frameworks<\/h2><ul style=\"font-size: 15px; font-style: normal; font-weight: 400;\"><li style=\"font-size: 15px;\">Introduction to model evaluation and RAGAS metrics<\/li><li style=\"font-size: 15px;\">Context precision, recall, faithfulness, and answer correctness<\/li><li style=\"font-size: 15px;\">Evaluation measurement using Ragas<\/li><li style=\"font-size: 15px;\">Lab: Evaluate chatbot accuracy using LangSmith or RAGAS<\/li><\/ul><div><h2 style=\"font-style: normal; color: #0f172a;\">Session 10: LangSmith for Evaluation and Observability<\/h2><ul style=\"font-size: 15px; font-style: normal; font-weight: 400;\"><li style=\"font-size: 15px;\" data-start=\"1255\" data-end=\"1318\">Purpose of LangSmith and integration with LangChain\/LangGraph<\/li><li style=\"font-size: 15px;\" data-start=\"1321\" data-end=\"1385\">Tracing model calls, tracking metrics, and analyzing responses<\/li><li style=\"font-size: 15px;\" data-start=\"1388\" data-end=\"1434\">Comparing different prompt or model versions<\/li><li style=\"font-size: 15px;\" data-start=\"1437\" data-end=\"1484\">Setting up datasets for structured evaluation<\/li><li style=\"font-size: 15px;\" data-start=\"1487\" data-end=\"1550\">Best practices for reproducibility and performance monitoring<\/li><li style=\"font-size: 15px;\" data-start=\"1553\" data-end=\"1633\"><span style=\"font-weight: bold;\" data-start=\"1553\" data-end=\"1561\">Lab:<\/span>\u00a0Evaluate chatbot accuracy and trace agent performance using LangSmith<\/li><\/ul><\/div><\/div><\/div><h2 data-start=\"243\" data-end=\"316\"><strong data-start=\"247\" data-end=\"316\">Session 11: End-to-End Testing of AI Applications with Playwright<\/strong><\/h2><ul data-start=\"317\" data-end=\"856\"><li data-start=\"317\" data-end=\"392\"><p data-start=\"319\" data-end=\"392\">Introduction to <strong data-start=\"335\" data-end=\"349\">Playwright<\/strong> for browser-based automation and testing<\/p><\/li><li data-start=\"393\" data-end=\"441\"><p data-start=\"395\" data-end=\"441\">Setting up Playwright with Python or Node.js<\/p><\/li><li data-start=\"442\" data-end=\"555\"><p data-start=\"444\" data-end=\"555\">Writing automated tests to simulate user interactions in AI-driven UIs (e.g., chatbots, copilots, dashboards)<\/p><\/li><li data-start=\"556\" data-end=\"633\"><p data-start=\"558\" data-end=\"633\">Handling asynchronous responses, dynamic rendering, and streaming outputs<\/p><\/li><li data-start=\"634\" data-end=\"710\"><p data-start=\"636\" data-end=\"710\">Capturing screenshots, console logs, and network responses for debugging<\/p><\/li><li data-start=\"711\" data-end=\"856\"><p data-start=\"713\" data-end=\"856\"><strong data-start=\"713\" data-end=\"721\">Lab:<\/strong> Build an end-to-end Playwright test that interacts with an AI chatbot interface, validates its response, and logs evaluation results<\/p><\/li><\/ul><h2 data-start=\"863\" data-end=\"935\"><strong data-start=\"867\" data-end=\"935\">Session 12: Integrating Playwright with AI Evaluation Frameworks<\/strong><\/h2><ul data-start=\"936\" data-end=\"1511\"><li data-start=\"936\" data-end=\"1035\"><p data-start=\"938\" data-end=\"1035\">Connecting <strong data-start=\"949\" data-end=\"963\">Playwright<\/strong> test outputs to evaluation frameworks like <strong data-start=\"1007\" data-end=\"1020\">LangSmith<\/strong> or <strong data-start=\"1024\" data-end=\"1033\">RAGAS<\/strong><\/p><\/li><li data-start=\"1036\" data-end=\"1128\"><p data-start=\"1038\" data-end=\"1128\">Automating response scoring (accuracy, faithfulness, relevance) from captured UI results<\/p><\/li><li data-start=\"1129\" data-end=\"1190\"><p data-start=\"1131\" data-end=\"1190\">Building regression tests for multi-turn AI conversations<\/p><\/li><li data-start=\"1191\" data-end=\"1296\"><p data-start=\"1193\" data-end=\"1296\">Using Playwright in <strong data-start=\"1213\" data-end=\"1232\">CI\/CD pipelines<\/strong> for continuous validation of AI models and front-end behavior<\/p><\/li><li data-start=\"1297\" data-end=\"1358\"><p data-start=\"1299\" data-end=\"1358\">Generating reports and dashboards for AI quality tracking<\/p><\/li><li data-start=\"1359\" data-end=\"1511\"><p data-start=\"1361\" data-end=\"1511\"><strong data-start=\"1361\" data-end=\"1369\">Lab:<\/strong> Create a hybrid automation pipeline \u2014 Playwright + LangSmith \u2014 to perform full-stack testing of an AI application (UI + backend + evaluation)<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-a8709b1\" data-id=\"a8709b1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0e64f90 elementor-widget elementor-widget-text-editor\" data-id=\"0e64f90\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 data-start=\"448\" data-end=\"510\"><strong data-start=\"452\" data-end=\"510\">Session 13: Capstone Project \u2014 AI Automation &amp; Testing<\/strong><\/h2><p data-start=\"512\" data-end=\"741\">Work on a final <strong data-start=\"528\" data-end=\"561\">end-to-end automation project<\/strong> of your choice with mentor guidance.<br data-start=\"598\" data-end=\"601\" \/>Students will plan, design, and implement a complete AI quality solution that demonstrates mastery of testing, evaluation, and deployment.<\/p><p data-start=\"743\" data-end=\"770\"><strong data-start=\"743\" data-end=\"770\">Example Project Options<\/strong><\/p><ul data-start=\"771\" data-end=\"1565\"><li data-start=\"771\" data-end=\"930\"><p data-start=\"773\" data-end=\"930\"><strong data-start=\"773\" data-end=\"809\">AI Quality Automation Framework:<\/strong> Build a reusable test harness that evaluates model accuracy, hallucination rate, and latency using LangSmith or RAGAS.<\/p><\/li><li data-start=\"931\" data-end=\"1079\"><p data-start=\"933\" data-end=\"1079\"><strong data-start=\"933\" data-end=\"963\">Chatbot E2E Testing Suite:<\/strong> Create a Playwright-based workflow that simulates user conversations, validates responses, and generates reports.<\/p><\/li><li data-start=\"1080\" data-end=\"1227\"><p data-start=\"1082\" data-end=\"1227\"><strong data-start=\"1082\" data-end=\"1111\">Responsible AI Validator:<\/strong> Design an automated pipeline that detects bias, toxicity, and unsafe content using moderation and guardrail APIs.<\/p><\/li><li data-start=\"1228\" data-end=\"1360\"><p data-start=\"1230\" data-end=\"1360\"><strong data-start=\"1230\" data-end=\"1256\">RAG Validation System:<\/strong> Test a retrieval-augmented app\u2019s grounding precision and faithfulness with automated regression runs.<\/p><\/li><li data-start=\"1361\" data-end=\"1565\"><p data-start=\"1363\" data-end=\"1565\"><strong data-start=\"1363\" data-end=\"1385\">Full-Stack AI App:<\/strong> Combine a <strong data-start=\"1396\" data-end=\"1415\">FastAPI backend<\/strong> and <strong data-start=\"1420\" data-end=\"1439\">React front end<\/strong>, connect the conversational UI with your AI services, and containerize the solution in <strong data-start=\"1527\" data-end=\"1537\">Docker<\/strong> for deployment and testing.<\/p><\/li><\/ul><h2 data-section-id=\"gxb7jy\" data-start=\"1399\" data-end=\"1458\"><strong data-start=\"1403\" data-end=\"1458\">Session 14: Capstone Presentation + Career Guidance<\/strong><\/h2><ul data-start=\"1459\" data-end=\"1714\"><li data-start=\"1459\" data-end=\"1508\"><p data-start=\"1461\" data-end=\"1508\">Final project presentations and peer feedback<\/p><\/li><li data-start=\"1509\" data-end=\"1551\"><p data-start=\"1511\" data-end=\"1551\">Code reviews and deployment validation<\/p><\/li><li data-start=\"1552\" data-end=\"1607\"><p data-start=\"1554\" data-end=\"1607\">GitHub portfolio optimization and presentation tips<\/p><\/li><li data-start=\"1608\" data-end=\"1663\"><p data-start=\"1610\" data-end=\"1663\">Resume enhancements and positioning for AI\/ML roles<\/p><\/li><li data-start=\"1664\" data-end=\"1714\"><p data-start=\"1666\" data-end=\"1714\">Career paths and next steps in the AI\/ML journey<\/p><\/li><\/ul><h3>Additional Topics<\/h3><p data-start=\"246\" data-end=\"301\"><strong>GitHub Portfolio &amp; Open-Source Contributions<\/strong><\/p><ul data-start=\"302\" data-end=\"510\"><li data-start=\"302\" data-end=\"358\">How to\u00a0<strong data-start=\"311\" data-end=\"340\">set up a GitHub portfolio<\/strong>\u00a0for ML projects<\/li><li data-start=\"359\" data-end=\"413\">Writing\u00a0<strong data-start=\"369\" data-end=\"385\">README files<\/strong>\u00a0and project documentation<\/li><li data-start=\"414\" data-end=\"461\">Contributing to\u00a0<strong data-start=\"432\" data-end=\"459\">open-source ML projects<\/strong><\/li><li data-start=\"462\" data-end=\"510\">Using\u00a0<strong data-start=\"470\" data-end=\"508\">Git and GitHub for version control<\/strong><\/li><\/ul><div><p data-start=\"246\" data-end=\"301\">Creating AI Applications using Fast API Backend and React Frontend<\/p><ul data-start=\"302\" data-end=\"510\"><li data-start=\"302\" data-end=\"358\">Creating a backend (FastAPI) and frontend(React) app<\/li><li data-start=\"302\" data-end=\"358\">Connecting the Conversational UI with the back end services<\/li><li data-start=\"302\" data-end=\"358\">Running it locally in a Docker container<\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4q3h5cw elementor-section-content-top elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4q3h5cw\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-5409532\" data-id=\"5409532\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-88ac1e8 elementor-widget elementor-widget-heading\" data-id=\"88ac1e8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ready to upskill and lead in the era of AI?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-5dedcf0\" data-id=\"5dedcf0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-97f0868 elementor-widget elementor-widget-text-editor\" data-id=\"97f0868\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Get hands-on with AI through expert-led, project-based training. Enroll today to transform your skills and accelerate your career in Artificial Intelligence!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-d2ba863\" data-id=\"d2ba863\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-11366ca elementor-align-left elementor-widget elementor-widget-button\" data-id=\"11366ca\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/sansatechnology.net\/wordpress\/product\/generative-ai-and-agentic-ai-programming-training\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Enroll Now!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-def8da6 elementor-widget elementor-widget-text-editor\" data-id=\"def8da6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>If you have questions, please give us a call to <a href=\"https:\/\/sansatechnology.net\/wordpress\/contact\/\">talk to an advisor<\/a>!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-21de1f8 e-flex e-con-boxed e-con e-parent\" data-id=\"21de1f8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-79cbac2 e-flex e-con-boxed e-con e-parent\" data-id=\"79cbac2\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fdccb41 e-con-full e-flex e-con e-child\" data-id=\"fdccb41\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI Automation &amp; Testing with Generative and Agentic AI Instructor Led Online and In-Person Training Program Course Program AI Automation &amp; Testing with Generative and Agentic AI Prerequisites: None \u2014 open to all professionals with an interest in testing and automation of AI applications Mode of Delivery: In-Person, Online (Live Virtual), and Classroom options available [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":476,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_surecart_dashboard_logo_width":"180px","_surecart_dashboard_show_logo":true,"_surecart_dashboard_navigation_orders":true,"_surecart_dashboard_navigation_invoices":true,"_surecart_dashboard_navigation_subscriptions":true,"_surecart_dashboard_navigation_downloads":true,"_surecart_dashboard_navigation_billing":true,"_surecart_dashboard_navigation_account":true,"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"disabled","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"enabled","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-2706","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI Automation &amp; 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