ValKalu/Capstone_Mulao_Project

MUALO is an adaptive learning platform for Rwandan music creatives, leveraging a Deep Q-Network (DQN) Reinforcement Learning agent to deliver personalized, "bite-sized" educational content on business, legal, and financial literacy. # Capstone_Mulao_Project MUALO is an adaptive learning platform for Rwandan music creatives, leveraging a Deep Q-Network (DQN) Reinforcement Learning agent to deliver personalized, "bite-sized" educational content on business, legal, and financial literacy. # Project Description MUALO (Mobile Unified Adaptive Learning Organization) is a mobile-first adaptive educational platform designed to empower aspiring and emerging African Artist especially Rwandan music creatives, particularly female artists, with critical business, legal, and financial literacy skills. The platform uses a Reinforcement Learning (RL) agent as its core pedagogical engine to personalize the curriculum in real-time, ensuring content relevance and maximizing learning effectiveness in a low-bandwidth, low-resource environment. # Policey Traceability Matrix | Rwandan Policy | Your Source | How MUALO Addresses It | | ----------------------------------------------- | ---------------------------------------- | --------------------------------------------------------------- | | **RSAU Royalty Distribution Guidelines (2022)** | RSAU | 120 questions map directly to RSAU registration process | | **Rwanda Development Board IP Law (2023)** | `rwanda_focus=True` questions in dataset | Modules 1-2 teach local registration vs. WIPO theory | | **National AI Policy (MINICT, 2023)** | Your `Ethical Reflection` slide | Mobile-first design aligns with 34% internet penetration target | # SYSTEM ANALYSIS | Architecture & METHODOLOGY USER LAYER (React Native) ↓ HTTPS/REST (50KB/session) API GATEWAY (Node.js + Express) ↓ Firestore SDK DATA LAYER (Firestore) ↑ User State Vector (12 skills) ML ENGINE (Python/TensorFlow on Cloud Run) ↓ DQN.predict() → Action Index CONTENT LAYER (JSON Cache) # IMPLEMENTATION & TECHNICAL MASTERY Origin …