Paarth Manchanda

B.Tech in Mathematics & Computing

Delhi Technological University (DTU)

2025 – 2029

Animal Breed Prediction Model

Formulated an image classification problem as a multi-class learning task. Applied concepts from linear algebra and optimization while training a convolutional neural network, with attention to regularization, generalization, and bias–variance trade-offs.

Heart Disease Risk Prediction (KNN from Scratch)

Implemented the K-Nearest Neighbors algorithm from first principles. Defined distance metrics in feature space, analyzed the effect of normalization on Euclidean distances, and studied the impact of k on decision boundaries and classification stability.