Azure certification - 900 , 901 , 204 , 305

https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/az-900

Az900

AI900

Az104

az204

az102

IAC Infrasture as code - terraform - dev.tf/

https://www.youtube.com/watch?v=HdMB2YCtVr4&t=1605s

https://www.youtube.com/watch?v=7XbRNDvf0bA

Az 305 question

 ----------Azure fundamental Az900-------------

https://youtu.be/5abffC-K40c?si=tj6jtI3BhNDX5lIz

8hr

⭐️ Course Contents ⭐️ ☁️ (00:01:05) Introduction Why should I get the AZ-900? Exam Guide Walkthrough ☁️ (00:24:24) Cloud Concepts What is Cloud Computing Common Cloud Services What is Microsoft and Azure Benefits of Cloud Computing Types of Cloud Computing Types of Cloud Computing Responsibilities Cloud Deployment Models Total Cost of Ownership CAPEX vs OPEX Cloud Architecture Terminologies High Availability High Scalability High Elasticity Fault Tolerance High Durability Business Continuity Plan Disaster Recovery Options ☁️ (00:57:44) Evolution of Compute Dedicated Servers Virtual Machines Containers Functions ☁️ (01:03:37) Global Infrastructure Regions and Geographies Paired Regions Region Types and Service Availability Special Regions Availability Zones AZ Supported Regions Availability Sets Fault and Update Domains ☁️ (01:19:26) Getting Started Follow Along Creating an Azure Account Registered Providers Create a User Account Enabling MFA ☁️ (01:44:28) Compute Services Computing Services Azure Virtual machines Operation Systems Azure Scale Sets Load Balancer Scaling Policy Health Montoring Azure Virtual Desktop Launching a Server ☁️ (02:06:57) Azure App Service Introduction to Azure App Service Runtimes Custom Containers Deployment Slots App Service Enviroment Azure App Service Plan Configure and Deploy App Service ☁️ (02:27:13) Azure Container Instances Introduction to ACI Container Restart Policies Container Environment Variables Container Persistent Storage Create an Azure Container Instances ☁️ (02:34:49) Virtual Networking Introduction to VNets VNet Peering Network Interfaces Subnets Introduction to Azure DNS Introduction to Virtual Network Gateways Azure Express Routes Private Links Create a VNet ☁️ (02:49:27) Storage Accounts Storage Services Introduction to Storage Accounts Storage Comparsion Core Storage Services Performance Tiers Access Tiers Replication Data Redundancy LRS ZRS GRS GZRS RAGRS_RA GZRS Introduction to Azure Blob Azure Blob Types AZCopy Azure Storage Explorer Introduction to Azure Files Azure Files Use Cases Azure File Sync Storing files in Blob Storage ☁️ (03:24:14) Migration Options Azure Cloud Adoption Framework Azure Migrate Azure Migrate Integrated tools Azure Databox ☁️ (03:33:10) Microsoft Entra ID Microsoft Entra ID Name Change Introduction to Entra ID Use Cases AD vs AAD Terminology AD DS Microsoft Entra Domain Services Single Sign On SSO External Identities Conditional Access ☁️ (03:49:46) Security Zero Trust Model Zero Trust Principles Defense In Depth Azure Defender MFA Azure Security Center Key Vault Azure DDoS Protection Azure Firewall Application Gateway Routing Rules Role Based Access Control RBAC Management Groups Service Health Azure Advisor ☁️ (04:16:09) Technology Overview Database Services Application Integration Developer and Mobile Tools Azure DevOps Services Cloud Native Networking Services Enterprise Hybrid Networking Services Azure Traffic Manager IoT Services Big Data and Analytics Services AI ML Services Introduction AI ML Services Serverless Services ☁️ (04:39:34) Follow Alongs Create a Resource Group Creating an Azure Function ☁️ (04:45:54) Billing And Pricing Service Level Agreements Service Credits Composite SLAs TCO Calculator Azure Marketplace Azure Hybrid Benefit Azure Subscriptions First Look at Subscriptions Pricing Calculator Azure Cost Management Resource Tags ☁️ (05:07:47) Governance and Compliance Microsoft Purview Information Protection Introduction Resource Locks Azure Blueprints ☁️ (05:15:31) Azure Management Tools Azure Portal Portal Preview and Features Cloud Shell Exploring Azure Cloud Shell PowerShell PowerShell Follow Along Azure CLI Azure CLI Follow Along Visual Studio Code Azure SDK Follow Along Introduction to ARM Use Cases ARM Scoping Introduction ARM Templates Follow Along Azure Bicep Follow Along Azure Terraform Follow Along Free Tier Spend and Usage ☁️ (08:12:11) Monitoring Tools Introduction to Azure Monitor The Pillars of Obervability Anatomy of Azure Monitor Log Analytics Log Analytics Workspaces Azure Alerts Application Insights

https://youtu.be/NPEsD6n9A_I?si=FgAUPVQrzz_IMGt0

Azure 

https://marczak.io/az-900/

https://www.youtube.com/watch?v=luhAq9o-15Q

2hr az900

------------------------AI-900--------

Azure AI Fundamentals Certification 2024 (AI-900) - Full Course to PASS the Exam

https://www.youtube.com/watch?v=hHjmr_YOqnU

4hr

⭐️ 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

--------------------Azure 104--Azure admin----

https://youtu.be/Mukn1dxW5sw?si=BywaCXamkdKoX4O9

12hr

--------------------------------

Azure Developer Associate (AZ-204) — Full Course Pass the Exam

https://youtu.be/jZx8PMQjobk?si=lq-IIDtpkqC3N415

13hr

⭐️ Contents ⭐️ ☁️ (00:00:00) Intro ☁️ (00:09:16) Azure Functions What is Serverless Function as a Service Intro to Azure Functions Storage Considerations Anatomy of a function Authorization Levels Azure Functions Debugging Key Concepts Use Cases VSCode Extension Runtimes Windows vs Linux Hosting Templates Function Configuration Hosts Configuration Plan Services Triggers & Bindings Supported Bindings Binding Direction Trigger & Bindings Scenarios Binding Expressions Local Settings File Azure Functions Core Tools Custom Handlers Unreachable Durable Functions Patterns of Durable Functions Functions on Kubernetes Functions ☁️ (00:57:45) Virtual Machines Intro Operation Systems Cloud Init Sizes Working with Azure Managed Identities ACUs MobileApp VM Generations 3 Ways To Connect SSH RDP Bastion Windows Vs Linux Update Management Bastion Windows VM & RDP Linux VM & SSH Follow Along VM Monitoring VM CheatSheets ☁️ (02:36:24) ARM Templates Intro Skeleton Resources Parameters Functions Variables Outputs Launch an ARM Template ARM Template CheatSheet ☁️ (02:59:30) ACI Intro to ACI Restart Policies Environment Variables Persistent Storage Troubleshooting Create an Azure Container Instances ACI CheatSheet ☁️ (03:10:02) Azure Container Registry Intro to ACR Registry Tasks ACR CheatSheet ☁️ (03:22:07) Azure App Service Intro to Azure App Service Runtimes Custom Containers Deployment Slots App Service Environment Deployment Azure App Service Plan WebJobs Configure & Deploy App Service Trigger a Deploy via Github Actions Create Deployment Slots Scaling Azure App Service Azure App Services CheatSheet ☁️ (04:15:54) Azure Tables Cosmos DB Key Value Store Document Store Mongo DB Graph Database Apache Tinkerpop & Gremlin Tables Cosmos DB Table Account Storage vs Cosmos DB Tables & CosmosDB CheatSheet Explore CosmosDB various NoSQL engines ☁️ (04:30:14) Cosmos DB Advanced Intro to Cosmos DB Cosmos DB APIs Core Components Cosmos DB Explorer Choosing a Partition Key Choosing a Unique Key Containers Containers Capacity Database Level Shared Throughput Reading Data Request Units Consistency Levels ☁️ (05:02:45) Azure Storage Accounts Intro to Storage Accounts Storage Comparison Core Storage Services Performance Tiers Access Tiers AZCopy Setting & retrieving properties & metadata Use AZCopy to copy files to Storage Accounts Modify metadata of blob storage objects Copy blob storage between containers ☁️ (06:18:38) Azure Active Directory Intro Use Cases AD vs AAD Terminology Tenant AD DS Azure AD Connect Users Groups Assign Access Rights External Identities Create a Tenant Upgrade License User & Groups Guest Users Mass Import MFA Self Service Rest Password Azure AD CheatSheet ☁️ (06:56:24) Azure Roles Type of Roles IAM Access Controls Classic Administrator RBAC AD Roles Roles Policies vs RBAC AD Roles vs RBAC Azure Roles CheatSheet ☁️ (07:11:18) Azure Key Vault Intro HSM & FIPS Vault Key Vault API Recovery Options Pricing Keys Double Encyption Secrets X509 Certificates X509 Chain of Trust X509 Certificate Format Cert Extensions Cert Signing Request Certs Composition of a Cert Certificate Policy Azure Key Vault Keys Backup & Restore Key Rotate Key Secrets ☁️ (08:11:36) Azure App Configuration ☁️ (08:17:58) Microsoft Graph ☁️ (08:23:30) Azure Front Door ☁️ (08:54:35) Application Insights Application Insights Open Telemetry Instrumentation Auto Instrumentation Application Insights Sampling Usage Analysis Custom Events ☁️ (09:39:07) Azure Monitor Intro to Azure Monitor The Pillars of Observability Anatomy of Azure Monitor Application Operation System Resources Subscription Tenant Custom Sources Data Stores Log Analytics Workspaces Log Analytics Kusto Kusto Entities Scalar Data Types Control Commands Functions Scalar Operators Tabular Operators Metrics Explorer Alerts Dashboards Workbooks Monitor CheatSheet ☁️ (10:13:43) APIM Intro Key Concepts Echo API Service Feature Comparsion Groups Fontends & Backends Policies Policies Examples Policies Walkthrough APIs OpenAPI WADL & WSDL Developer Portal Developer Portal Authentication Built in vs External Cache APIM APIM Products Subscriptions & Access Keys APIM Policies ☁️ (10:58:08) Dapr ☁️ (11:00:27) Event Grid ☁️ (11:35:35) Event Hub Intro Pricing Key Concepts Scaling Event Hub entities Producers Consumer Consumer Groups Offsets Checkpointing Schema Registry Kafka Compatibility Partitions Event Retention Azure Event Hub ☁️ (12:05:45) Azure Notification Hub ☁️ (12:12:26) Queueing ☁️ (12:14:59) Azure Queue Storage ☁️ (12:34:01) Azure Service Bus Intro Namespace Queues Topics Subscription Dead Letter Queue CLI Commands Queue Topics ☁️ (13:16:40) Eventing ☁️ (13:18:44) Azure Cache For Redis

--------------Azure AI-------------

Azure AI Engineer Associate Certification (AI-102) – Full Course to PASS the Exam

https://www.youtube.com/watch?v=scJ4mobwjBQ

14

Introduction 00:01:17 Introduction 00:08:35 Exam Guide Breakdown Setup 00:18:41 Setup Dev Env 01:06:13 Setup OpenAI Studio and AI Studio Gen AI Primer 01:13:35 AI vs GenAI 01:17:34 What is a Foundational Model 01:18:52 What is a Large Language Model 01:20:36 Transformer Architecture 01:23:37 Tokenization 01:25:36 Tokens and Capacity 01:27:59 Embeddings 01:31:06 Positional Encoding 01:32:32 Attention ML and AI Concepts 01:35:42 Supervised and Unsupervised Reinforcement 01:37:08 Neural Networks and Deep Learning 01:39:24 GPU 01:40:20 CUDA 01:41:28 Juypter Notebooks Responsible AI 01:42:43 Responsible AI 01:43:36 Fairness 01:44:35 Reliability and safety 01:45:27 Privacy and security 01:46:12 Inclusiveness 01:46:51 Transparency 01:47:27 Accountability 01:48:12 Guidelines for Human AI Interaction 01:48:31 Guidelines for Human AI Interaction Follow Along 02:00:00 Responsible AI Standard V2 02:00:51 Responsible AI Standard V2 02:02:21 RAI Transparency Report Azure AI Services 02:03:07 Azure AI Services 02:04:45 Azure AI Services Containers 02:07:44 Azure AI Services Diagnostic Logging 02:10:58 Setup Azure AI Services API 02:20:25 Azure AI Services Containers 02:43:35 Azure AI Services Diagnostic Logging 02:55:06 Azure AI Services vs Azure AI Studio 02:58:24 Azure OpenAI Service 03:00:25 Azure OpenAI Studio 03:01:58 Azure OpenAI Service Models 03:10:52 Azure OpenAI Service Deployment Types 03:13:50 Basic Prompt Engineering and API 03:56:58 Deploy a Third Party Model 04:02:21 Deploy LLM to Web App 04:15:57 Completion Model Temperature and Top P 04:30:03 Prompt Flow Basics 05:01:16 Prompt Flow Programmatic 06:22:54 Prompt Flow Evals 06:56:00 Fine Tunning LLMs 07:04:28 Fine Tune Babbage 07:31:02 Dalle Azure AI Search 07:47:06 What is RAG 07:54:13 What is Document Cracking 07:59:06 What is HNSW 08:01:36 What is Semantic Ranking 08:05:22 Azure AI Search 08:10:17 Azure AI Search 09:05:16 RAG with Azure AI Search Text Analytics 09:53:18 Natural Language Processing 09:55:55 Text Analytics Text Extract Sentiment Analysis PII 10:31:38 Text Analytics Extraction Computer Vision 10:46:19 Computer Vision 10:49:01 Computer Vision 10:52:43 Azure AI Vision Studio 10:53:40 Azure AI Vision Tour 10:59:05 Image Analysis SDK 11:01:21 OCR Computer Vision 11:02:41 OCR Custom Vision 11:07:34 Introduction to Custom Vision 11:08:18 Project Types and Domains 11:11:14 Custom Vision Features 11:13:52 Custom Vision Classification 11:20:30 Custom Vision Object Detection Document Intelligence 11:26:26 Azure AI Document Intelligence 11:27:21 Document Intelligence Studio 11:32:33 Document Intelligence Studio Custom Model 11:43:04 Form Recognizer Speech API 11:51:24 Speech API AI Video Indexer 12:24:29 AI Video Indexer Content Safety 12:37:48 Azure AI Content Safety API 12:38:38 Azure AI Content Safety Studio 12:42:07 Content Safety Langauge Undersatnd and QnA 13:03:17 Language Understanding and Qna Moved 13:08:57 LUIS 13:11:22 QnA Maker 13:15:43 QnAMaker 13:34:17 LUIS Face Service 13:40:02 Face Service 13:41:50 Face Service Cleanup 13:45:02 Cleanup

-------------Azure AI Azure Solutions Architect Expert Certification Course (AZ 305)-----------------

Azure Solutions Architect Expert Certification Course (AZ 305) – Pass the Exam!

https://www.youtube.com/watch?v=i6NzKvGUsBs

10

⭐️ Contents ⭐️ ☁️ (0:00:00) Introduction ☁️ (0:17:27) Identity solutions ☁️ (0:38:57) Role based access control ☁️ (0:51:45) Azure Policies ☁️ (1:04:25) Azure Resource Manager ☁️ (1:26:06) ARM Templates ☁️ (1:47:07) Monitoring solutions ☁️ (2:07:18) Identity management best practices ☁️ (2:13:43) Azure Key Vault ☁️ (2:38:29) Integration with on premises solutions ☁️ (2:44:34) Storage Accounts ☁️ (3:00:00) Azure SQL Database ☁️ (3:14:31) Azure Synapse Analytics ☁️ (3:22:26) Azure Data Factory ☁️ (3:28:13) Azure Databricks ☁️ (3:31:29) Azure Data Lake ☁️ (3:37:35) Cosmos DB ☁️ (3:53:29) Azure Cache for Redis ☁️ (3:57:32) Non relational data storage solutions ☁️ (4:38:43) Backup and Disaster Recovery solutions ☁️ (4:57:14) Introduction to AKS ☁️ (5:01:42) Azure Regions and Availability Zones ☁️ (5:06:33) Azure Virtual Machines ☁️ (5:48:35) Azure App Service ☁️ (6:31:18) Azure Container Instances ☁️ (6:38:50) Azure Container Registry ☁️ (6:44:45) Azure Functions ☁️ (6:59:36) Azure Front Door ☁️ (7:22:36) Azure CDN ☁️ (7:25:47) Azure Service Bus ☁️ (8:05:53) Azure Event Grid ☁️ (8:40:06) Azure Event Hub ☁️ (9:04:40) Migration solutions ☁️ (9:18:59) Connectivity solutions ☁️ (9:29:16) Solutions to optimize network security ☁️ (9:36:33) Load Balancing and routing solutions