Swarnima 's repositories
DataStructure
Data Structure Programs of B Tech 2nd Year
Hotspot-Detection
Utilized machine learning algorithms (K-Means, Birch, Gaussian Mixture Model, Hierarchical Clustering, Mean-Shift Clustering) to identify hotspots. Validation with Silhouette Score and Heatmap. Hierarchical Clustering scored 0.943, demonstrating exceptional performance.
Intervie-Tech-Final-Project-Employee-Attrition
Analyzed employee attrition using Python and data science libraries. Explored factors such as job role, department, and demographics to understand patterns influencing attrition. Random Forest demonstrated superior performance with an accuracy rate of 94%.
Pragati-Sanket-Student-Dropout-Analysis
Investigated factors behind student dropout rates using data on demographics, academic performance, and socio-economic background. It aims to uncover patterns and correlations to understand why students leave school prematurely, providing insights for interventions to improve student retention.
Text-Generation-Using-LSTM
Generates relevant text from user-given seed text using LSTM algorithm. The model is trained upon a corpus of text data to learn patterns, grammar, and contextual relationships. The model showcases its ability to generate coherent and contextually relevant text.
Weather-Forecast-Command-Line-Tool
Command-line tool that accepts a city's name and returns the current weather forecast. Leveraging OpenWeatherMap API to fetch weather data and parsing it using Python.
Spotify-Clone
Spotify clone using HTML, CSS & JS