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Introduction
V1 Course Introduction
Azure Portal Introduction: For Beginners
V1 Create Azure free subscription
V2 Azure portal overview
V3 Azure Sandbox Portal Absolutely Free
AI Workloads and Considerations
V1 Learning Objective
V2 What is Artificial Intelligence
V3 Prediction & forecasting
V4 Anomaly Detection Workloads
V5 Computer Vision Workloads
V6 Natural Language Processing
V7 Knowledge Mining Workloads
V8 Conversational AI Workloads
V9 Introduction Guiding Principles of Responsible AI
V10 Guiding Principles - Fairness
V11 Guiding Principle - Reliability and Safety
V12 Guiding Principle - Privacy and Security
V13 Guiding Principle - Inclusiveness
V14 Guiding Principle - Transparency
V15 Guiding Principle - Accountability
Fundamental Principles of Machine Learning on Azure
V1 Learning Objectives
V2 Introduction to Machine Learning
V3 Rule-Based Versus Machine Learning Based Learning
V4 Classification Versus Regression Versus Clustering Machine Learning Types
V5 Feature selection and featue engineering
V6 Training versus Validating Dataset
V7 Machine Learning Algorithms
V8 Demo Part 1.1 ML Workspace
V9 Demo Part 1.2 Regression Model
V10 Demo Part 1.3 Delete Resources
V11 Demo 2.1 Classification Model
V12 Demo 3.1 Automated Machine Learning
V13 Demo Detele Compute
Describe Features of Computer Vision Workloads on Azure
V1 Learning Objectives
V2 Image Classification Versus Object Detection Versus Semantic Segmentation
V3 Optical Character Recognition (OCR)
V4 Face Detection Recognition and Analysis
V5 What are Cognitive Services
V6 What are Computer Vision Service
V7 Demo Computer Vision
V8 Custom Vision Service
V9 Demo Custom Vision Service
V10 Face Service
V11 Form Recogniser Service
Natural Language Processing (NLP) Workloads on Azure
V1 Learning Objectives
V2 What is Natural Language Processing
V3 Key Phrase Extraction Versus Entity Recognition Versus Sentiment Analysis
V4 Language Modelling
V5 Speach Recognition and Speach Synthesis
V6 Translation
V7 Introduction to Azure and Service for NLP
V8 Text Analytics Service
V9 Speach Service
V10 Translator Service
V11 Language Understanding Service (LUIS)
Conversational AI Workloads on Azure
V1 Learning Objectives
V2 Conversational Ai Use Cases
V3 QnA Maker and Bot Framework
M8 AI - 900 Exam Info
