The following article describes my journey on building a shiny app for data visualization during my internship at arconsis. The used data is from the Freshindex project. The Freshindex (FI) is a real-time shelf life indicator to optimize the supply chain of food economically and ecologically. There…

During recent years, enormous advances in Reinforcement Learning (RL) have been showcased by DeepMind, OpenAI and others. Their AIs achieve super-human or similar-to-human capabilities in various games including Atari games, the Chinese board game Go, Dota 2 and Starcraft. At the same time…

In the last tutorial we saw how easy it is to do a simple linear regression using TensorFlow. We used a LinearRegressor, which did most of the work for us. This approach is great to get started and perform simple tasks. However, if you want to have more freedom about how your model is built and how…

To get started with TensorFlow and machine learning we want to show you a simple example for how to do linear regression. Using this simple example, we can start exploring the TensorFlow APIs and get a feeling for machine learning and also learn techniques which can be used to create more complex…

With Angular Elements you are able to create components, bundle them into one file and use them in other projects. The normal procedure to create a component is to use the CLI, generate a component. This component is then strongly wired within the project. The approach to create a webcomponent is…

Sometimes you want to apply the same style or behaviour to multiple DOM elements. For example you want to highlight a element while it's hovered with the mouse and unhighlight it when hover is removed. The bad way would be to write the logic in every component. Angular 6 has something called…

The @Input() decorator in Angular 6 We will use the @Input() decorator to create a component which is kind of "dumb" it has only one purpose, display data! With dumb i mean, there should be no logic at all inside this component. The logic and the data should be mutated only from one…

First of all, navigate to src/app/ open the app.component.html file and delete the content of it. The website should be blank. As you can see there are some files the CLI has created for us. It's the app.component.ts file, this is the main component file from our app. A app.component.css…

Prerequisites Node Package Manager First of all we need a package manager called npm (node package manager). There are different ways to install npm. The easiest way is to install node which includes npm. Just recommend to follow the official website https://nodejs.org/en/download/. To check if the…

We will talk about some basics and will dive into some deeper examples. This series will be updated continuously while working on a real world enterprise project. Of course these examples are not used in the project, they are broken down to the core functions to get the idea what you can achieve…