Prepare for the Azure AI Fundamentals Certification 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:
Prepare for the Azure AI Fundamentals Certification 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
