Understanding U-Net Architecture and Building it From Scratch

This tutorial should clear any doubts you may have regarding the architecture of U-Net. It should also inform you on the process of building your own U-Net using functional blocks for encoder and decoder.

Example use case: Segmentation of mitochondria using only 12 images and about 150 labeled objects.

Dataset: https://www.epfl.ch/labs/cvlab/data/d…

Code generated in the video can be downloaded from here:

https://github.com/bnsreenu/python_fo…

SUBSCRIBE: https://www.youtube.com/channel/UC34rW-HtPJulxr5wp2Xa04w/featured

#u-ne #deep-learning

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jQuery Ajax CRUD in ASP.NET Core MVC with Modal Popup

In this article, we’ll discuss how to use jQuery Ajax for ASP.NET Core MVC CRUD Operations using Bootstrap Modal. With jQuery Ajax, we can make HTTP request to controller action methods without reloading the entire page, like a single page application.

To demonstrate CRUD operations – insert, update, delete and retrieve, the project will be dealing with details of a normal bank transaction. GitHub repository for this demo project : https://bit.ly/33KTJAu.

Sub-topics discussed :

• Form design for insert and update operation.
• Display forms in modal popup dialog.
• Form post using jQuery Ajax.
• Implement MVC CRUD operations with jQuery Ajax.
• Loading spinner in .NET Core MVC.
• Prevent direct access to MVC action method.

Create ASP.NET Core MVC Project

In Visual Studio 2019, Go to File > New > Project (Ctrl + Shift + N).

From new project window, Select Asp.Net Core Web Application_._

Once you provide the project name and location. Select Web Application(Model-View-Controller) and uncheck HTTPS Configuration. Above steps will create a brand new ASP.NET Core MVC project.

Setup a Database

Let’s create a database for this application using Entity Framework Core. For that we’ve to install corresponding NuGet Packages. Right click on project from solution explorer, select Manage NuGet Packages_,_ From browse tab, install following 3 packages.

Now let’s define DB model class file – /Models/TransactionModel.cs.

public class TransactionModel
{
    [Key]
    public int TransactionId { get; set; }

    [Column(TypeName ="nvarchar(12)")]
    [DisplayName("Account Number")]
    [Required(ErrorMessage ="This Field is required.")]
    [MaxLength(12,ErrorMessage ="Maximum 12 characters only")]
    public string AccountNumber { get; set; }

    [Column(TypeName ="nvarchar(100)")]
    [DisplayName("Beneficiary Name")]
    [Required(ErrorMessage = "This Field is required.")]
    public string BeneficiaryName { get; set; }

    [Column(TypeName ="nvarchar(100)")]
    [DisplayName("Bank Name")]
    [Required(ErrorMessage = "This Field is required.")]
    public string BankName { get; set; }

    [Column(TypeName ="nvarchar(11)")]
    [DisplayName("SWIFT Code")]
    [Required(ErrorMessage = "This Field is required.")]
    [MaxLength(11)]
    public string SWIFTCode { get; set; }

    [DisplayName("Amount")]
    [Required(ErrorMessage = "This Field is required.")]
    public int Amount { get; set; }

    [DisplayFormat(DataFormatString = "{0:MM/dd/yyyy}")]
    public DateTime Date { get; set; }
}

C#Copy

Here we’ve defined model properties for the transaction with proper validation. Now let’s define  DbContextclass for EF Core.

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.NET Conf 2020 Demos & Sessions for .NET 5 + Virtual Events!

This year’s .NET Conf was the largest one yet, with over 80 live sessions across three days that were co-organized and presented by the .NET community and Microsoft. On top of all of that, it also marked the release of .NET 5.0  that brings a full set of new capabilities, performance gains, and new languages features for developers to create amazing apps. If you missed this year’s .NET Conf live stream, don’t worry because we have you covered!

#.net #.net core #asp.net #c# #.net conf #.net foundation #community #demos

Hire Dedicated ASP.NET Developers | ASP.NET Web Development Company

A universally accepted and the most popular framework that can be used for a small or big websites or Web application development projects is the ASP.NET. This framework is majorly used to produce an interactive and data driven web applications.

Are you looking to use an ASP.NET framework for your development needs?

WebClues Infotech offers a dedicated ASP.NET developers where a business can hire a dedicated ASP.NET developer that matches their project requirement. WebClues Infotech also has a flexible pricing structure that suits most project or business requirements.

Want to hire a dedicated ASP.NET developers?

Share your requirements here https://www.webcluesinfotech.com/contact-us/

Book Free Interview with ASP.NET developer: https://bit.ly/3dDShFg

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Hire ASP.Net Developers

Looking to outsource your asp dot net development requirement?

ASP.Net is a special feature of the DOT Net framework created by Microsoft. At HourlyDeveloper.io, we have a team of experienced ASP.Net developers who are experts in delivering custom solutions based on your business requirements. Hire ASP.Net Developers who will provide tailored solutions to facilitate your business growth.

Consult with experts: https://bit.ly/3fNpVqr

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ML.NET Model Builder is now a part of Visual Studio | .NET Blog

ML.NET is a cross-platform, machine learning framework for .NET developers. Model Builder is the UI tooling in Visual Studio that uses Automated Machine Learning (AutoML) to train and consume custom ML.NET models in your .NET apps. You can use ML.NET and Model Builder to create custom machine learning models without having prior machine learning experience and without leaving the .NET ecosystem.

#.net #.net blog #visual studio #ml.net model builder #asp.net (.net) #progaming