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Neural Anomaly Detection Using Keras

Our resident doctor of data science this month tackles anomaly detection, using code samples and screenshots to explain the process of finding rare items in a dataset, such as discovering fraudulent login events or fake news items.

Support Vector Machines Using Accord.NET

The Data Science doctor delves into supporting vector machines, software systems that can perform binary classification such as creating a model to predict the gender of a person based on their age, annual income, height and weight.

Building Razor Pages

If you want to handle the most common pattern in ASP.NET Controllers (displaying a page and then accepting data entered into it), you can do it with Razor Pages. You'll just need less code than if you used a Controller, a View and a model object.

Getting Started with Razor Pages: A Better Model for Web Development?

As fond as he is of using Controllers and Views, Peter isn't sure that Razor Pages aren't a better model for Web development. But the first step, adding Razor Pages to your project, isn't as easy as it should be. And, after that, you'll want to integrate them with your existing MVC application.

Accessing Configuration Settings in ASP.NET Core

In ASP.NET Core, your web.config file with its <appsettings> section is gone. The replacement is a more extensive and configurable system that you can leverage to simplify configuring your objects.

What's New in and Getting Started with Blazor 0.8.0.0

There are good reasons to keep working with Blazor 0.8.0.0 ... but you're going to need to make some changes.

Configuring Your Application-Wide Objects in ASP.NET Core

ASP.NET Core's support for sharing objects defined at startup is great ... but what if you need to set options on those objects? Here's a case study that starts off great and then descends into over-engineered madness (but only if you want to go that far).

Creating the Right Database Initializer for Entity Framework

If you want to treat your database design as an "implementation detail" that just falls out of getting your object model right, then Entity Framework gives you four choices. Picking the right one, however, may mean creating your own.

ASP.NET Core: Learning the Ropes, Part 3

Eric Vogel uses code samples and screenshots to demonstrate how to create and use the views and controller for an ASP.NET MVC Core CRUD application.

21 New Tools and Extensions for Visual Studio 2017

From legacy xBase code to cutting-edge Quantum computing, these Visual Studio extensions will make you more productive.

Self-Organizing Maps Using Python

Dr. James McCaffrey of Microsoft Research uses a full project code sample and screenshots to detail how to use Python to work with self-organizing maps (SOM), which let you investigate the structure of a set of data.

Working with Session in ASP.NET MVC Core (or: Why You Can't Migrate)

Here's everything you need to write code for the Session object in ASP.NET Core -- including why you can't expect to migrate your existing ASP.NET MVC application to ASP.NET MVC Core (though Peter has some suggestions on easing that pain).

Creating Web Pages with Blazor: The Basics

If you know how to create an ASP.NET MVC View, you know a great deal about how to create pages in Blazor. But, by packaging up pages as Blazor Components, you can use (and re-use) those pages more like objects.

Finding Your Objects in ASP.NET Core

Central to ASP.NET Core is the collection of objects that give you access to ASP.NET Core functionality. Here's how to access it, how to add to it and an example of how to use this technology with the "difficult" cases.

An Introduction to Templated Components in Blazor

Templated components expose customizable sections via parameters, and consumers then pass in their own templates for these sections that the component will use when rendering. They make it really easy to create some high-level reusable components, especially when incorporating generics.

Image Classification Using Keras

Creating a custom image classification model is challenging, but the existence of neural network libraries like Keras has made it doable. Here's how, with many code samples and a full project download.

Programming Will Always Be Hard

If you're a programmer then you know that you frequently get things wrong. Sometimes you find those bugs before your application gets to production ... and sometimes you don't. Bad news: Nothing is going to help and it's not going to get any better.

Providing Constant Context for .NET Core Tests

By default, tests in the new .NET Core testing framework (xUnit) are isolated. This is a good thing ... except when you need to create a single test environment that is used by multiple tests. Here's all the ways you can provide a single environment for a set of tests in xUnit.

Writing xUnit Tests in .NET Core

There's a new testing framework in town. Here's how to use it.

Architecting Blazor (and Integrating JavaScript)

Sometimes the easiest solution isn't the best one. Here's an architectural approach to building Blazor pages that also makes it easy to combine the worlds of JavaScript and Blazor.

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