R&D

Multi-Label Classification

Classification has been a go-to approach for various problems for many years now. However, with problems becoming more and more specific a simple classification model can’t

How to use ELMo Embedding in Bidirectional LSTM model architecture?

Embeddings from Language Models (ELMo) ELMo embedding was developed by Allen Institute for AI, The paper “Deep contextualized word representations” was released in 2018. It is

Handling Class Imbalance – An Ensemble – Majority Voting on Minority Samples

Class Imbalance is a major problem in machine learning models where the total number of one class data is far less than the total number of

Introduction to All-Inclusive Architecture

If we have a huge amount of structured data, numerical or categorical, a simple neural network architecture can give amazing results. A CNN architecture can take

Linear Regression using Gradient Descent

Regression Analysis is a statistical process that involves identifying the relationship between independent and dependent attributes. The first studies of it dates to the early 19th

What is the difference between conditional probability and probability?

In short, “Each conditional probability is a probability and the converse is also true.” The 1st part of the above statement is obvious but how is

How can I solve any question on finding the probability of an event in a job interview / written test?

Whenever you face probability questions, you find that the questions are very interesting but the answers are confusing. In many cases, you find that your intuition

Text Processing “vs.” Natural Language Processing

Text Processing and Natural Language Processing: What is the relation between these two terms? Are the two mutually exclusive? Is one a subset of the other?

Stock Price Prediction using AI

One of the most difficult things to do is predicting how the stock market will perform. But how about using AI for that matter?This article primarily

Reinforcement Learning Vs other paradigms of Machine Learning

From the amazing results of Atari games to deep minds victory with alpha go, from the stunning breakthroughs in robotic arm manipulation to even beating the