You can think of developing software as a process that takes a problem and produces a solution involving software. Normally, it’s an iterative process, with each iteration taking a set of requirements through to a working and tested implementation and eventually building up a complete solution. Many developers are eager…

The software designer or software architect position, like many others in the software business, can vary greatly from company to company. …

Let’s start with a question. What is the first image that comes to your mind after hearing artificial intelligence? This article is one of my Article in Percept: یادگیری ماشین چیست و چرا اینقدر مهم است؟ اجازه دهید این مطلب را با یک سوال شروع کنیم. اولین تصویری که در ذهن شما پس از شنیدن هوش مصنوعی شکل می‌گیرد چیست؟ اکثر…percept.ir Most of people probably remembered Hollywood movies like Terminator or Oblivion or anything else fantasy like artificial intelligence is about to destroy…

Hi there, I recently published one of my articles from this site . To read the rest of my articles, if you are Persian and want to, you can follow the link below. پروفایل کاربری کاظم میرزایی Data Scientist with Machine Learning backgroundpercept.ir In this series of articles, I intend to present the key points that exist in the Python…

Introduction In the last few years, deep neural networks have dominated pattern recognition. They blew the previous state of the art out of the water for many computer vision tasks. Voice recognition is also moving that way. But despite the results, we have to wonder… why do they work so well? …

Recently, there’s been a great deal of excitement and interest in deep neural networks because they’ve achieved breakthrough results in areas such as computer vision.1 However, there remain a number of concerns about them. One is that it can be quite challenging to understand what a neural network is really…

Recurrent Neural Networks Humans don’t start their thinking from scratch every second. As you read this essay, you understand each word based on your understanding of previous words. You don’t throw everything away and start thinking from scratch again. Your thoughts have persistence. Traditional neural networks can’t do this, and it seems like…

Gradient descent is one of the most popular algorithms to perform optimization and by far the most common way to optimize neural networks. At the same time, every state-of-the-art Deep Learning library contains implementations of various algorithms to optimize gradient descent (e.g. lasagne’s, caffe’s, and keras’ documentation). …