Rakshit Gupta

Project: - “Evaluation of Electrolyte Imbalances in Chronic Kidney Disease Patients”. Objective: - To investigate the prevalence and impact of electrolyte imbalances on Chronic Kidney Disease (CKD) progression. Key Responsibilities: - ● Collected and processed blood samples from 51 clinically confirmed CKD patients. ● Analyzed electrolytes (sodium, potassium, ionized calcium) and biochemical parameters (urea, creatinine). ● Conducted statistical analyses to identify correlations and trends. Results: - ● Observed a significant rise in urea, creatinine, and potassium levels as CKD progresses (p-value less than 0.001). ● Identified hyperkalemia and hypocalcemia as major concerns for CKD patients.

Emotion Recognition Project: - ● Implemented audio data cleaning and standardization techniques to ensure high quality inputs for accurate analysis. ● Utilized MFCCs for feature extraction from speech signals. ● Trained LSTM networks for emotion classification, achieving high accuracy and F1-scores. ● Conducted model evaluation and fine-tuning to optimize performance. Customer Segmentation Project: - ● Collected and preprocessed e-commerce customer data for analysis. ● Used data visualization to uncover patterns and distributions. ● Employed K-means clustering to segment customers based on purchasing habits, behaviors, salaries, and purchasing rates. ● Provided detailed insights for each cluster to inform product offerings and marketing strategies.