Simple RNN

Understanding LSTM forward propagation in two ways

*This article is only for the sake of understanding the equations in the second page of the paper named “LSTM: A Search Space Odyssey”. If you have no trouble understanding the equations of LSTM forward propagation, I recommend you to skip this article and go the the next article. 1. Preface I  heard that in […]

Must-have Skills to Master Data Science

The need to process a massive amount of data sets is making Data Science the most-demanded job across diverse industry verticals. In today’s times, organizations are actively looking for Data Scientists. But What does a Data Scientist do? Data Scientist design data models, create various algorithms to extract the data the organization needs, and then […]

Data Science – A Beautiful Data Driven Journey

Data Science is a profession related to processing algorithms and extracting deep insights from raw data. It depicts the importance of data and how it can be used in business and to make IT strategies. For recognizing the new ventures available in the market, identifying the patterns and to make better business decisions, data science […]

How Data Science Can Benefit Nonprofits

Image Source: https://pixabay.com/vectors/pixel-cells-pixel-creative-commons-3704068/ Data science is the poster child of the 21st century and for good reason. Data-based decisions have streamlined, automated, and made businesses more efficient than ever before, and there are practically no industries that haven’t recognized its immense potential. But when you think of data science application, sectors like marketing, finance, technology, […]

Simple RNN

A brief history of neural nets: everything you should know before learning LSTM

This is not a college course or something on deep learning with strict deadlines for assignments, so let’s take a detour from practical stuff and take a brief look at the history of neural networks. The history of neural networks is also a big topic, which could be so long that I had to prepare […]

Data Analytics and Mining for Dummies

Data Analytics and Mining is often perceived as an extremely tricky task cut out for Data Analysts and Data Scientists having a thorough knowledge encompassing several different domains such as mathematics, statistics, computer algorithms and programming. However, there are several tools available today that make it possible for novice programmers or people with no absolutely […]

Simple RNN

Simple RNN: the first foothold for understanding LSTM

*In this article “Densely Connected Layers” is written as “DCL,” and “Convolutional Neural Network” as “CNN.” In the last article, I mentioned “When it comes to the structure of RNN, many study materials try to avoid showing that RNNs are also connections of neurons, as well as DCL or CNN.” Even if you manage to […]

Severity of lockdowns and how they are reflected in mobility data

The global spread of the SARS-CoV-2 at the beginning of March 2020 forced majority of countries to introduce measures to contain the virus. The governments found themselves facing a very difficult tradeoff between limiting the spread of the virus and bearing potentially catastrophic economical costs of a lockdown. Notably, considering the level of globalization today, […]

 How Text to Speech Voices Are Used In Data Science

To speak on voices, text to speech platforms are bringing versatility to a new scale by implementing voices that sound more personal and less like a robot. As these services gain traction, vocal quality, and implementation improve to give sounds that feel like they’re speaking to you from a human mouth. The intention of most […]

Simple RNN

Prerequisites for understanding RNN at a more mathematical level

Writing the A gentle introduction to the tiresome part of understanding RNN Article Series on recurrent neural network (RNN) is nothing like a creative or ingenious idea. It is quite an ordinary topic. But still I am going to write my own new article on this ordinary topic because I have been frustrated by lack of […]