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Lekha Vijayakumar's Projects

cuisine-classification icon cuisine-classification

- Performed Text Data Preprocessing on the Text dataset - Lemmatization, TfidVectorizer . - Implemented the following models: Logistic Classifier, SGD Classifier, linearSVM, Neural Networks using Keras and lightgbm. - Obtained an Accuracy of 0.81.

demand-forecasting-bike-rentals icon demand-forecasting-bike-rentals

- Analyzed the trend in Bike share usage based on Weather conditions, time of day, month of year. - Models Trained: Decision Tree, Random Forest, Linear Regressor to train the dataset and learn the correlations between the data to predict the bike usage at different weather and time conditions. - Implemented One Hot Encoding and PCA. - Predicted the number of bikes that may be rented at the weather conditions for the Test data and got an RSMLE of 0.148 .

homeaway-clone icon homeaway-clone

Developed a Prototype of HomeAway application using MERN stack. The main features built are property reservation, profile management with User Authentication. Implemented a Kafka Messaging Queue service. Tested the performance of the application using JMeter and Mocha.

people-of-starwars- icon people-of-starwars-

An Webpage to display information on the people of StarWars using the https://swapi.co/ API

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