Encoder-Decoder architecture was designed to tackle a specific task known as sequence-to-sequence learning, which addresses the problem in traditional RNN. In general, RNNs are very good at working with models in which the dimensionality of both inputs and outputs is known and fixed. This represents a tangible limitation as many…

The impact of the right answer to the wrong problem on data science problems "If I had an hour to save the world, I'd spend the first 55 minutes defining the problem." - Albert Einstein In statistics, we have Type I and Type II errors. In 1957, Allyn W.Kimball called…

Project ideation Engagement with project sponsors and SMEs Project charter initiation Project charter refinement Project management Convening team meetings Obtaining internal and external data Testing various analytical techniques Building analytical models Designing UI and UX Presenting interim results Discussing the level of success or failure in the modeling process Planning…

Generalisation is a concept that predates machine learning, originally developed to characterise how well a statistical model performs on inputs that were not part of its training data. There are two types of generalisation: System-centric generalisation: This is the ability of a learning system to handle situations it has not…

An Artificial Neural Network (ANN) is a computational model that is inspired by the way biological neural networks in the human brain process information. Artificial Neural Networks have generated a lot of excitement in Machine Learning research and industry, thanks to many breakthrough results in speech recognition, computer vision and…

If you want to achieve level 10 success in every area of your life, then you need to craft a morning routine that is going to help you create that level of success in your life. Why? Because small wins repeated every day is what will lead to big wins…

Technology moves at a mile a minute, but it doesn’t mean that you can’t jump on board and benefit from it. We asked members of the Young Entrepreneur Council which of our current technologies will likely be slated for widespread, innovative use within the near future. While our focuses today…

Postman co-founders, Abhinav Asthana and Ankit Sobti, met while working at Yahoo. The two were building a front-end architecture of an app and that’s when they had to work with APIs. …

In the world of constant innovation disruptive technologies have become an intrinsic part of strategic and management consulting, causing all leading consulting companies to focus on developing new offerings, in order to keep up with an ever-growing client need. In addition to financial services and the most recent blockchain and…