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Sourav Ray's Projects

checkannouncements icon checkannouncements

The program checks for a piece of information on a website which is updated each day. If the information is found, the program plays a tone on the system.

internshala-auto-apply icon internshala-auto-apply

The GUI from this code will accept 5 inputs from the user and apply for internships automatically.

pharma-stock-clustering icon pharma-stock-clustering

Hierarchical Clustering for analyzing pharmaceutical stocks. Business analysis and insights are available on the PDF file.

predictive-maintenance icon predictive-maintenance

The Python and R code involves 3-4 techniques for predicting the classification of failures and non failures in the data. The following steps have been performed on the dataset: Data cleaning and/or one hot encoding for factor variables. Partitioning data into training and validation. Performing a logistic regression and predicting using the validation dataset. Lift and decile wise charts are constructed for the results obtained from the logistic regression performed. A classification tree has been built on the training dataset, the tree is pruned using the minimum cp value. A confusion matric for the tree has also been provided with an accuracy of 98.2%. A neural network with 1 hidden layer has been fit on the data.

sensex icon sensex

This program tracks Sensex, and sends an email when the value falls below any specified value.

skills_datamodel icon skills_datamodel

The dataset contains a time series data on interviews and recruiter final response as per skills, experience, locations, etc. A sample neural network of around 65% accuracy has been built on the validation dataset.

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