Tanzania’s water problem – Pump It up

Thousands have lived without love but not one without water. Introduction Water is the driving force of life on earth. Its importance is well-known and it’s well known fact it is getting rarer commodity day by day. Recent water crisis in Latur, Maharashtra has made us all aware of this. But facing problems while availing … Continue reading Tanzania’s water problem – Pump It up

Product Recommendation – Pair products with people

Problem Statement : Santander is a Spanish banking group. It requires us to predict which products their existing customers will use in the next month based on their past behavior and that of similar customers . We need such similar recommendations which user can get based on the past behavior of user and behavior of … Continue reading Product Recommendation – Pair products with people

Digit Classifier Using Convolution Neural Network

Introduction Reading any character from natural images is a hard problem for a machine to do. But when we enable a computer with this power, many real-life problems get solved. An example in our interest would be reading the house numbers available in front of the buildings. The problem of character recognition in an image … Continue reading Digit Classifier Using Convolution Neural Network

Facial Expression Recognition Classifiers with Feature Engineering and CNN

” …learning algorithms can design features better and faster than what humans can…since the amount of data our algorithm processes in a given time is exponentially higher compared to what a human can do “   MOTIVATION Recognizing facial expressions serve as the main cues for analyzing mood, emotion and intention of the human behavior. … Continue reading Facial Expression Recognition Classifiers with Feature Engineering and CNN

Product Recommendations – A Multi-Classification Problem

  The motivation for this project has been a Kaggle competition offered by Santander bank of Spain. This article will proceed in the following way: Problem Statement Evaluation Metric Description Data Cleaning and Modification Steps Key challenges and constraints Approach 1 – A naive model predicting ownership of an account Approach 2 – Least Data, … Continue reading Product Recommendations – A Multi-Classification Problem

Seizure Prediction

Epilepsy Epilepsy is a chronic disorder, the hallmark of which is recurrent, unprovoked seizures. Many people with epilepsy have more than one type of seizure and may have other symptoms of neurological problems as well. Sometimes EEG testing, clinical history, family history and outlook are similar among a group of people with epilepsy. In these situations, their condition can … Continue reading Seizure Prediction