Tag: Networks

Demystifying Neural Networks: A Simple Explanation Using Linear Algebra and Geometry

Neural networks have become ubiquitous in our lives, but their inner workings are still baffling even to many practitioners. In this post, I’ll explain how Feedforward Neural Networks conceptually work using just basic linear algebra and geometry. At their core, these networks lea...

Introduction to Physics-informed Neural Networks

Over the last decades, artificial neural networks have been used to solve problems in varied applied domains such as computer vision, natural language processing and many more. Recently, another very promising application has emerged in the scientific machine learning (ML) community: the solution of...

How to use Cytoscape for making interaction networks: 6 simple steps

Step 1- Make the files required to make the networks Now, before using Cytoscape to replicate the network in figure 4A, we will need to have two types of files - A matching file: The matching file will contain all the mapping pairs that we want to show in the network, and essentially, every...

Papers galore: A year-end update on immune receptor networks

Plants possess an extraordinarily diverse and dynamic array of NLR immune receptors that share a common evolutionary origin. Over time, the majority of these NLRs have undergone duplication and diversification, leading to their subfunctionalization into distinct types of receptors. These can operate...

Image-based Depth Estimation with Deep Neural Networks

As self-driving is going to be part of everyday life, safety has to be guaranteed in every possible driving condition. One key component of self-driving is the perception of the environment, as planning is based on the perception and acting is based on planning. For sensing, the collection of 3-dime...

Navigating New Norms: The Emergence of Onshoring in Post-Pandemic Global Supply Networks

In the wake of the COVID-19 pandemic, there has been a seismic shift in the operational dynamics of global supply chains, with onshoring emerging as a key strategy. This phenomenon represents a fundamental reorientation away from the traditional reliance on extended, multinational networks towards a...

Controlling the Narrative: Gatekeeping, Secret Societies, and Good Ol??? Boys Networks

What had happened was I was dating a writer who often bragged about being a part of several secret societies. (Why anyone would brag about this…) It turned out a few of my friends and several local political figures and historians that I looked up to were either members of or engaged in activ...

What good is beef? | Food and Environment Reporting Network

At the age of twelve, I parted ways with my religion. All it took was a sandwich. I broke the news to my father in the evening. He had just come home, early for a man who often stayed at work until 8 p.m., and he was reading the newspaper in a leisurely manner. “From this day forward, I am ...

How to Tunnel and Pivot Networks using Ligolo-ng

On my journey to take on the OSCP I learned that pivoting/tunneling can be a confusing concept at first for beginners. After doing extensive research I came across an awesome easy to use tool called Ligolo-ng. Ligolo-ng is a simple, lightweight and fast tool that allows pentesters to ...

Hands-on Generative Adversarial Networks (GAN) for Signal Processing, with Python

In my research, I use Machine (Deep) Learning a lot. Two days ago, I was working on Generative Adversarial Network (GAN) and seeing how I can apply it to my work. After the code was ready, I started writing this article on  Medium  and I tried to find the best words to start with ...