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Azure AI Fundamentals Certification (AI-900) - Full Course to PASS the Exam

freeCodeCamp.org 363,601 4 years ago
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⚠️ Watch the updated version of this course: https://youtu.be/hHjmr_YOqnU Prepare for the Azure AI Fundamentals Certification (AI-900) and pass! ✏️ Course developed by Andrew Brown of ExamPro. Check out the ExamPro YouTube channel: https://www.youtube.com/ExamProChannel πŸ”— ExamPro Cloud Obsessed Certification Training: https://www.exampro.co ⭐️ Course Contents ⭐️ ☁️ Introduction 🎀 (00:00:00) Introduction 🎀 (00:09:19) Exam Guide Breakdown ☁️ ML Introduction 🎀 (00:13:58) Layers of Machine Learning 🎀 (00:15:06) Key Elements of AI 🎀 (00:16:04) DataSets 🎀 (00:17:44) Labeling 🎀 (00:18:50) Supervised and Unsupervised Reinforcement 🎀 (00:20:16) Neural Networks and Deep Learning 🎀 (00:22:32) GPU 🎀 (00:23:28) CUDA 🎀 (00:24:36) Simple ML Pipeline 🎀 (00:26:46) Forecast vs Prediction 🎀 (00:27:31) Metrics 🎀 (00:29:05) Juypter Notebooks 🎀 (00:30:20) Regression 🎀 (00:31:57) Classification 🎀 (00:32:51) Clustering 🎀 (00:33:36) Confusion Matrix ☁️ Common AI Workloads 🎀 (00:35:13) Anomaly Detection AI 🎀 (00:36:06) Computer Vision AI 🎀 (00:38:12) Natural Language Processing AI 🎀 (00:39:49) Conversational AI ☁️ Responsible AI 🎀 (00:41:23) Responsible AI 🎀 (00:42:16) Fairness 🎀 (00:43:15) Reliability and safety 🎀 (00:44:07) Privacy and security 🎀 (00:44:52) Inclusiveness 🎀 (00:45:31) Transparency 🎀 (00:46:07) Accountability 🎀 (00:46:52) Guidelines for Human AI Interaction 🎀 (00:47:11) Follow Along Guidelines for Human AI Interaction ☁️ Cognitive Services 🎀 (00:58:40) Azure Cognitive Services 🎀 (01:00:48) Cognitive API Key and Endpoint 🎀 (01:01:15) Knowledge Mining 🎀 (01:05:49) Face Service 🎀 (01:07:37) Speech and Translate Service 🎀 (01:09:11) Text Analytics 🎀 (01:12:09) OCR Computer Vision 🎀 (01:13:29) Form Recognizer 🎀 (01:15:55) Form Recognizer Custom Models 🎀 (01:16:41) Form Recognizer Prebuilt Models 🎀 (01:18:40) LUIS 🎀 (01:21:05) QnA Maker 🎀 (01:25:26) Azure Bot Service ☁️ ML Studio 🎀 (01:27:52) Azure Machine Learning Service 🎀 (01:29:17) Studio Overview 🎀 (01:30:46) Studio Compute 🎀 (01:31:55) Studio Data Labeling 🎀 (01:32:52) Data Stores 🎀 (01:33:41) Datasets 🎀 (01:34:51) Experiments 🎀 (01:35:23) Pipelines 🎀 (01:36:30) ML Designer 🎀 (01:37:14) Model Registry 🎀 (01:37:41) Endpoints 🎀 (01:38:57) Notebooks ☁️ AutoML 🎀 (01:39:48) Introduction to AutoML 🎀 (01:42:22) Data Guard Rails 🎀 (01:43:08) Automatic Featurization 🎀 (01:45:00) Model Selection 🎀 (01:46:04) Explanation 🎀 (01:46:58) Primary Metrics 🎀 (01:48:50) Validation Type ☁️ Custom Vision 🎀 (01:49:21) Introduction to Custom Vision 🎀 (01:50:05) Project Types and Domains 🎀 (01:53:01) Custom Vision Features ☁️ Follow Alongs 🎀 (01:55:39) Setup 🎀 (02:06:37) Computer Vision 🎀 (02:10:19) Custom Vision Classification 🎀 (02:16:57) Custom Vision Object Detection 🎀 (02:22:53) Face Service 🎀 (02:26:05) Form Recognizer 🎀 (02:29:36) OCR 🎀 (02:34:29) Text Analysis 🎀 (02:38:12) QnAMaker 🎀 (02:56:46) LUIS 🎀 (03:02:31) AutoML 🎀 (03:19:48) Designer 🎀 (03:30:06) MNIST 🎀 (03:49:45) Data Labeling 🎀 (03:54:13) Clean up ☁️ CheatSheet 🎀 (03:55:28) AI CheatSheet πŸŽ‰ Thanks to our Champion and Sponsor supporters: πŸ‘Ύ Wong Voon jinq πŸ‘Ύ hexploitation πŸ‘Ύ Katia Moran πŸ‘Ύ BlckPhantom πŸ‘Ύ Nick Raker πŸ‘Ύ Otis Morgan πŸ‘Ύ DeezMaster πŸ‘Ύ Treehouse ❀️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp

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