Welcome to the first article of Introduction to Machine Learning Series. You can continue reading about the Perceptron Algorithm after this one. What are Cognitive Algorithms? An algorithm is: a process or set of rules to be followed in calculations or other problem-solving operations, especially by a computer. We can perform calculations, automate tasks or …
Introduction to Machine Learning – Perceptron Algorithm
Perceptron algorithm is one of the ground breaking improvements in Machine Learning, especially in Supervised Learning. It was invented in 1958 by Rosenblatt and still used as the basis of very powerful algorithms like Neural Networks. The main idea behind it, is a simple Optimization Problem. The following description belongs to Perceptrons, but it tells …
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks, What is CycleGAN?
The paper offers a technique called CycleGAN, which claims to achieve image-to-image translation without paired data sets,whereas in classical methods like pix2pix, a paired training dataset is required, ie. winter and summer pictures of thousands of landscapes, and provided such dataset, with pix2pix a model can be trained to translate a given test dataset, say …
Support Vector Machines(SVM) in 60 Seconds
SVM is a modified version of Perceptron, which can handle data set that are not linearly separable. To do that, we need to represent our data in a higher dimension. SVM is an algorithm to choose the dimensions we use to represent our dataset. A normal perceptron stops when it hits the first plausible solution, …
Software Engineering Design Patterns in 5 minutes
Design patterns and implementations There are many design patterns divided into 3 main categories: Generation Patterns Structure Patterns Behavior Patterns Singleton Composite Pattern Obsserver Pattern Builder Proxy Pattern Command Pattern Factory method patterns Generation Patterns Singleton Pattern There are times we might want to have only one Instance of a Class, when …
Introduction to OCL Invariants
What is an invariant? In theory, there is no difference between theory and practice. But, in practice, there is. Jan L. A. van de Snepscheut/Yogi Bera An invariant is a type of constraint that must be true for every object during its complete lifetime. There are multiple ways to check for the current status of data in …
Introduction to OCL Collections
What is OCL? The Object Constraint Language is a declarative language describing rules applying to Unified Modeling Language models developed at IBM and is now part of the UML standard. Initially, OCL was merely a formal specification language extension for UML. wikipedia It is not always about writing tests… With OCL, you can design completely …
How to Read Medium Articles for Free (UNLIMITED)
Medium has some really good writers and amazing content. But like most good thing, it comes at a price. For those who can’t afford it, or just don’t feel like pay for it, there is a really simple and legitimate way to read as many premium posts as you want. Do not use medium logged in …
Things to do after installing Elementary OS
Yesterday I switched from Ubuntu (Ubuntu 19.04) to Elementary OS after 3 years. It wasn’t an easy decision at all, but so far I loved it. It was really a downhill after backing up Ubuntu Since I have all my projects and dot files on Github, and my documents on Cloud. I do a …
Using Server Side Rendering(SSR) with Angular Single Page Application(SPA)
What is Server Side Rendering? We have created lots of beautiful and fast Single Page Applications with modern JavaScript frameworks like Angular, React and Vue. Although modern SPA’s seem lovely and professional, most of the them consider that every user has powerful devices with lots of RAM and processing power with the latest release …