I am excited to submit my bid for your project to develop an AI module capable of processing Mathematics and Science school textbooks. With extensive experience in AI development and natural language processing (NLP), I am confident in delivering a robust solution tailored to your requirements.
Approach:
Develop a pipeline using advanced NLP techniques to identify and extract chapter titles, key concepts, questions, and answers from textbook data.
Employ OCR (if needed) to process scanned textbook formats.
Mathematics and Science Context Integration
Leverage domain-specific models to understand and process subject-specific terminology and structure.
Design heuristics for identifying different question types (e.g., multiple choice, descriptive, numerical problems).
Scalability and Flexibility
Ensure compatibility with various textbook formats (e.g., PDF, DOCX).
Build the module to scale for additional subjects in the future.
Skills and Expertise
Proficiency in AI and Machine Learning: Experience building and deploying custom NLP-based AI systems.
Expertise in Natural Language Processing: Familiar with tools like spaCy, Hugging Face Transformers, and OpenAI models for text understanding and extraction.
Domain Knowledge: Familiar with Mathematics and Science structures, including equations, diagrams, and logical frameworks.