Morioh/Alusive_ML_Solutions_V1

Machine Learning Solutions for Alusive Africa # Alusive_ML_Solutions_V1 # Alusive Africa: Machine Learning Solutions ## 1. Grant Allocation Model The **Grant Allocation Model** is a machine learning-based solution designed to optimize the distribution of educational grants at Alusive Africa. The model predicts the optimal grant amount for each applicant based on their profile, ensuring an equitable and impactful allocation of funds. ### Key Features: - **Classification-based Prediction**: Estimates the appropriate grant category (low, medium, high) based on applicant profiles. - **Fair and Impact-driven Distribution**: Ensures the total allocation remains within the budget constraint (USD 30,000 for 45 students). - **Feature Engineering**: Considers multiple factors, such as financial standing, academic background, and household support. - **Optimization Strategies**: Balances the need to support as many students as possible while maximizing the impact of the grants. ## 2. Document Validation Model The **Document Validator** leverages deep learning techniques to automate the verification of submitted documents, ensuring authenticity and compliance with grant application requirements. ### Key Features: - **RASNET Model for Classification**: Differentiates between signed and unsigned documents. - **Image Processing & Augmentation**: Enhances model robustness against variations in document quality. - **Class Balancing & Optimization**: Adjusts for dataset imbalances to improve prediction accuracy. - **Automated Verification**: Speeds up the validation process, reducing manual effort and minimizing errors. ## 3. Alusive Africa Chatbot The **Alusive Africa Chatbot** The Alusive Africa Chatbot API is designed to provide instant, AI-powered responses to frequently asked questions about Alusive Africa. Built using FastAPI, the API leverages a pretrained Sentence Transformer model (all-MiniLM-L6-v2) to understand and match user queries with a curated knowledge base of FAQs. ### Key Features: - **Grant Support Inf …