.NET AI/ML cloud Developer is an expert who designs and architect modern applications using ASP.NET Core, ML.NET, Azure services, database, version control, server and APIs. This training will help you to understand ML.NET, Azure Cloud, Web API and Azure Services. This path will prepare you to become a certified Azure AI Cloud Developer and land your dream job in fortune 500 companies.
ASP.NET Core, MVC and Web API
- MVC Pattern
- Introduction to ASP.NET Core
- Model and Views
- Controller and Actions
- View Engine and Razor
- Routing
- Helpers
- Data Passing Techniques
- Forms
- Model Binding
- LINQ Introduction
- LINQ Query Tools
- LINQ Query
- LINQ Operators
- LINQ Joins
- O/RM
- Entity Framework
- Working with Entity Framework
- Database First Approach
- Model First Approach
- REST and Web API
- Request/Response
- Controller and Action Results
- Routing
- Content Negotiation and Formatters
- Parameter Binding
- Validations
- Pipeline and Filters
- Security: Authentication/Authorization
- Versioning and Hosting
ML.NET
- Understanding AI
- AI Implementation Challenges
- What is Machine Learning?
- ML vs traditional rule-based systems
- Types of ML (Supervised, Unsupervised)
- Common ML use cases in .NET applications
- ML lifecycle overview
- ML.NET ecosystem and components
- MLContext, IDataView, Data Loaders
- ML tasks supported by ML.NET
- End-to-end ML.NET workflow
- Binary classification
- Multiclass classification
- Algorithms: SDCA, FastTree, LightGBM
- Regression fundamentals
- Algorithms: SDCA, FastTree
- AutoML in ML.NET
- Cross-validation
Microsoft Azure AI Cloud Developer (AI-200) with CI/CD
- Microsoft Azure Platform
- Azure AI Solutions
- Virtual Machines
- Container Apps
- Azure Storage Services
- Azure SQL Service
- CosmosDB Database
- App Services
- Function App
- Vector Database
- AI Solution with PostgreSQL
- Azure Service Bus
- Azure Key Vault
- Microsoft Entra (Azure AD)
- Deciding Azure Services to Setup Project Architecture
- Creating Azure Data Services: Azure SQL, Blob Storage, Redis Cache
- Creating Azure Messaging Services: Azure Service Bus
- Creating Azure Security Services: Azure Key Vault, Microsoft Entra (Azure AD)
- Creating Functions App and Cosmos DB
- Error Logging using Application Insight
- Setup CI/CD for Build Automation
- Setup CI/CD for Release Automation
Live Projects: Guided
- Setup and build project using Clean Architecture.
- Decouples modules using Dependency Injection.
- Integrate RazorPay payment gateway.
- Implement Repository pattern to perform DB operations.
- Build responsive UI using Bootstrap.
- Implement Errors logging.
- Optimize web pages to boost-up performance.
- Implement Login/Signup Work flow.
- Implement Authentication/Authorization.
- Implement ASP.NET Core best practices.
- Deployment project to cloud or IIS.
- Setup and build project Architecture.
- Build Application modules.
- Integrate RazorPay payment gateway.
- Implement Design Patterns.
- Build responsive UI using Bootstrap.
- Implement Errors logging.
- Optimize web pages to boost-up performance.
- Implement Login/Signup Work-flow.
- Implement Authentication/Authorization.
- Implement ASP.NET Core best practices.
- Deployment project to cloud or IIS.
Career Transformation & Tech Leadership (Only with Live Training Plus)
- Personalized Career Coaching
- Physical & Mental Fitness
- Secrets of Time Management
- Success Habits
- Secrets of Productivity
- Build projects portfolio on GitHub
- Make your Projects Live
- Draft your Resume
- Make Profile on Job Portals
- Art of unlocking opportunities
- Prepare Yourself for interview
- How to answer tough questions
- Learn How to Face your tech interview
- Meeting Room Etiquette
- Focus Activity (Session Start)
- Pleasant Face & Confident Smile
- Clear & Confident Communication
- Impact of Greetings
- Inspirational Quotes
- Personality & Presence
- Using the Right Professional Tools
- Hand & Body Gestures
- Speaking Practice
- Presentation Skills
- Mic & Device Handling
- Growth Mindset & Self-Improvement
- Building High-Performance Teams
- Delegation & Team Empowerment
- Culture of Innovation