ASHISH KUMAR

Table of Content Executive Summary Problem Description and Justification 1.1 The Business Problem: Predicting Mortgage Prepayment Probability 1.2 Data Strategy 1.3 Limitations of Traditional Linear Models 1.4 Justification for Deep Learning Architecture Architectural Design using Dense Neural Networks 2.1 Conceptual Design: Multi-Layer Perceptron (MLP) 2.2 Activation Functions Optimization and Training Strategy 3.1 Gradient Descent and Back-Propagation 3.2 Fast Convergence: The Nadam...

Abstract:   Digital Asset Platform (DAP) represents a landmark transformation in capital markets. The strategic rationale behind DAP is to automate and digitize the entire asset lifecycle, from issuance through trading, settlement, and custody, by employing a permissioned blockchain, Daml Smart Contracts, and cloud-native architecture. This transformation results in faster settlement, eliminates manual reconciliation, enhances transparency, and enables real-time compliance, all of which set...