Tutorial Dockerized Nextcloud Server with HTTPS and Nginx Reverse Proxy Data is an essential virtual matter to move forward in today's world. We create, interpret, and store loads of data in different forms every day. Depending on the objective, either creation, interpretation, or storage gains importance over the others. In this article, I will try to explain a
Cloud Lightly Customized Bash Terminal A comfortable working environment is beyond important for a productive developer or sysadmin. Developers use a wide variety of tools to actualize their tasks. All of these tools provide some sort of interface. Some of them allow heavy customization and some of them don't. If you are a
Deep Learning How to Create a GPU-Powered Containerized Multi-User JupyterHub Research Server? In this post, we will build a GPU-powered deep learning development server. We will use Docker to containerize the Jupyter Lab environment. The server also features a shared data and notebooks directories among the users. Introduction Development servers with high computing power are important for research groups. Because of that,
Tutorial Simple Docker Based Virtual Private Server The aim of this document is to remind me how to get an up and running virtual private server (VPS) from scratch. Every time when I try to migrate my VPS, I find myself completely forgotten to do the job. Today, I decided to write all the steps to a
Tutorial What is Information Gain in Information Theory? Information gain is a very important concept in information theory. In the most simplest case, it is the reduction in entropy. If you are not familiar with entropy, check out my What Is Entropy in Information Theory? [https://tolga.ustunkok.com.tr/what-is-entropy-in-information-theory/] post. Information gain is used in decision
Tutorial What Is Entropy in Information Theory? Entropy is one of the key concepts of information theory, data science and machine learning. Understanding the math behind it is crucial for designing solid machine learning pipelines. Therefore, in this post, I try to explain the entropy as simple as possible. When I first saw the name entropy in
