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
? 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
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