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Subhadeep Nag (Deep)'s Projects

dynamic-ensemble-model icon dynamic-ensemble-model

Programming a Feature Selection based Dynamic Transfer Ensemble Model implementing Recursive Feature Elimination Support Vector Machines. Using this model, implementing how Transfer Machine Learning can be efficiently used to process customer data in both source and target domains applied on a Customer Churn Prediction Data-Set Tools/Languages/OS Used: JAVA, LibSVM toolkit, JAVA-ML toolkit, Eclipse IDE, Weka toolkit, Ubuntu 11.10

energy_conservation icon energy_conservation

In this project, An Intelligent system aimed at solving the 21st century crisis of energy conservation. This system reduces human effort and also saves time and money. This scheme monitors the efficient use of electricity and hence conserves the energy which is the need of the hour. Although the prospect of computerized homes has a long history, home automation has never become terribly popular because the benefits are seldom seen to outweigh the costs. One significant cost of an automated home is that someone has to program it to behave in an adaptive manner. We describe a system that automates the ambient illumination in a room. We have noticed that hardly any attention is paid to the light entering the room from outside. Our system varies the intensity of ambient light in the room based on the amount of light entering it. We also have occupancy sensors includes entry/exit sensors for detecting movement through doorways. The system is built in such a way that over the period of time it recognizes the pattern of usage of the residents and adapts accordingly. We have built a prototype system that works on a single room. Further improvements are suggested for the scope of future work.

gamebombs-project icon gamebombs-project

Designed a non-commercial web platform for playing online games and connecting separately with a User Management System and an Administrator Management System. Designed online games like Minesweeper, Card Games etc... in a dynamic platform with database-driven functionality having automatic score updates Tools/Languages Used: ASP.NET, C#, MS SQL Server2008, HTML, CSS, Visual Studio 10

logdeep icon logdeep

log anomaly detection toolkit including DeepLog

rpm icon rpm

a Knowledge-Based Cognitive Agent that can solve 2X2 and 3X3 Raven's Progressive Matrices Problem applying Knowledge-Based AI Techniques like explanation based learning, metacognition, semantic networks, and Classification

transfer-adaboost icon transfer-adaboost

A TransferBoost algorithm is designed via the AdaBoost algorithm and implementing sequential minimal optimization algorithm for training a support vector classifier using polynomial or RBF kernels

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