Prepare for the Azure AI Fundamentals Certification (AI-900) and pass! This course has been updated for 2024.
✏️ Course developed by Andrew Brown of ExamPro. @ExamProChannel
? ExamPro Cloud Obsessed Certification Training: https://www.exampro.co
⭐️ Contents ⭐️
☁️ Introduction
? (00:00:00) Introduction to AI-900
? (00:08:18) Exam Guide Breakdown
☁️ ML Introduction
? (00:12:51) Layers of Machine Learning
? (00:13:59) Key Elements of AI
? (00:14:57) DataSets
? (00:16:37) Labeling
? (00:17:43) Supervised and Unsupervised Reinforcement
? (00:19:09) Netural Networks and Deep Learning
? (00:21:25) GPU
? (00:22:21) CUDA
? (00:23:29) Simple ML Pipeline
? (00:25:39) Forecast vs Prediction
? (00:26:24) Metrics
? (00:27:58) Juypter Notebooks
? (00:29:13) Regression
? (00:30:50) Classification
? (00:31:44) Clustering
? (00:32:29) Confusion Matrix
☁️ Common AI Workloads
? (00:34:06) Anomaly Detection AI
? (00:34:59) Computer Vision AI
? (00:37:05) Natural Language Processing AI
? (00:38:42) Conversational AI
☁️ Responsible AI
? (00:40:16) Responsible AI
? (00:41:09) Fairness
? (00:42:08) Reliability and safety
? (00:43:00) Privacy and security
? (00:43:45) Inclusiveness
? (00:44:24) Transparency
? (00:45:00) Accountability
? (00:45:45) Guidelines for Human AI Interaction
? (00:46:04) Follow Along Guidelines for Human AI Interaction
☁️ Congitive Services
? (00:57:33) Azure Cognitive Services
? (00:59:41) Congitive API Key and Endpoint
? (01:00:08) Knowledge Mining
? (01:04:42) Face Service
? (01:06:30) Speech and Translate Service
? (01:08:04) Text Analytics
? (01:11:02) OCR Computer Vision
? (01:12:22) Form Recognizer
? (01:14:48) Form Recognizer Custom Models
? (01:15:34) Form Recognizer Prebuilt Models
? (01:17:33) LUIS
? (01:19:58) QnA Maker
? (01:24:19) Azure Bot Service
☁️ ML Studio
? (01:26:45) Azure Machine Learning Service
? (01:28:10) Studio Overview
? (01:29:39) Studio Compute
? (01:30:48) Studio Data Labeling
? (01:31:45) Data Stores
? (01:32:34) Datasets
? (01:33:44) Experiments
? (01:34:16) Pipelines
? (01:35:23) ML Designer
? (01:36:07) Model Registry
? (01:36:34) Endpoints
? (01:37:50) Notebooks
☁️ AutoML
? (01:38:41) Introduction to AutoML
? (01:41:15) Data Guard Rails
? (01:42:01) Automatic Featurization
? (01:43:53) Model Selection
? (01:44:57) Explanation
? (01:45:51) Primary Metrics
? (01:47:43) Validation Type
☁️ Custom Vision
? (01:48:14) Introduction to Custom Vision
? (01:48:58) Project Types and Domains
? (01:51:54) Custom Vision Features
☁️ Features of generative AI solutions
? (01:54:32) AI vs Generative AI
? (01:57:17) What is a LLM Large Language Model
? (01:58:58) Transformer models
? (02:00:14) Tokenization
? (02:01:26) Embeddings
? (02:02:46) Positional encoding
? (02:04:27) Attention
☁️ Capabilities of Azure OpenAI Service
? (02:08:01) Introduction to Azure OpenAI Service
? (02:10:29) Azure OpenAI Studio
? (02:11:44) Azure OpenAI service pricing
? (02:13:14) What are Copilots
? (02:15:43) Prompt engineering
? (02:18:51) Grounding
? (02:20:36) Copilot demo
☁️ Follow Alongs
? (02:24:04) Setup
? (02:35:02) Computer Vision
? (02:38:44) Custom Vision Classification
? (02:45:22) Custom Vision Object Detection
? (02:51:18) Face Service
? (02:54:30) Form Recognizer
? (02:58:01) OCR
? (03:02:54) Text Analysis
? (03:06:37) QnAMaker
? (03:25:11) LUIS
? (03:30:56) AutoML
? (03:48:13) Designer
? (03:58:31) MNIST
? (04:18:10) Data Labeling
? (04:22:38) Clean up