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+# Background Knowledge File for FutureMakers AI Development Internship
+
+## About the Internship Position
+I am applying for the AI Development Intern position at FutureMakers for March-June 2025. This role focuses on developing AI-driven features for the Readyness platform, an educator success tool designed to help K-5 educators plan and execute hands-on learning experiences with Sparks kits.
+
+## Understanding of FutureMakers
+FutureMakers is a manufacturer of hands-on, screen-free learning kits called Sparks, focused on:
+- Empowering educators through playful exploration and social-emotional learning (SEL)
+- Supporting K-5 educators in planning and executing engaging hands-on experiences
+- Aligning activities with educational standards
+- Integrating SEL with STEAM education
+- Creating learner-centered, project-based explorations
+- Supporting urban and rural classrooms, English language learners, and students with learning disabilities
+
+## My Relevant Experience for Readyness Development
+
+### Educational Technology Experience
+- Currently serving as Graduate Teaching Assistant at UMBC for "Introduction to Data Science"
+- Improved class performance by 15% through developing targeted learning materials
+- Experience in creating educational content and understanding educator needs
+- Developed adaptive learning systems using collaborative filtering
+
+### AI/ML Development Expertise
+1. Natural Language Processing Projects:
+   - Interactive Fiction Analysis: Developed AI systems for contextual understanding and generation
+   - News Bias Detection: Created user-friendly interfaces for complex AI systems with 96% accuracy
+   - Experience with BERT, GPT, and transformer models
+
+2. Educational Technology Projects:
+   - Subreddit Recommendation System: Developed personalized content recommendation systems
+   - Implemented RAG (Retrieval-Augmented Generation) using LLaMA 3
+   - Created intuitive user interfaces for complex AI systems
+
+3. Machine Learning Implementation:
+   - Developed lifelong learning algorithms improving system resilience by 8%
+   - Implemented zero-bias neural networks for improved AI transparency
+   - Experience with PyTorch, TensorFlow, and other ML frameworks
+
+## Vision for Contributing to Readyness Platform
+
+I can contribute to FutureMakers' mission through:
+
+1. AI-Driven Feature Development:
+   - Implementing interview-style data collection for educators
+   - Creating dynamic generation of preparation materials
+   - Developing AI-powered alignment with NGSS and CASEL standards
+
+2. Educator-Focused Design:
+   - Building intuitive interfaces for AI tools
+   - Implementing feedback mechanisms for continuous improvement
+   - Creating personalized resource recommendations
+
+3. Technical Implementation:
+   - Developing scalable AI solutions
+   - Ensuring robust system performance
+   - Implementing user-friendly interfaces
+
+## Alignment with FutureMakers' Mission
+
+My experience aligns with FutureMakers' goals in:
+- Creating accessible educational technology
+- Supporting educator confidence and success
+- Developing tools that enhance hands-on learning
+- Integrating SEL principles into technical solutions
+- Building systems that support diverse learning environments
+
+## Project Portfolio Highlights Relevant to Readyness
+
+1. Interactive Learning Systems:
+   - Created adaptive learning platforms
+   - Developed personalized recommendation systems
+   - Implemented user-friendly interfaces for complex AI systems
+
+2. Educational Tools:
+   - Developed data collection and analysis systems
+   - Created automated assessment tools
+   - Implemented feedback mechanisms for continuous improvement
+
+3. AI Implementation:
+   - Experience with large language models
+   - Developed real-time processing systems
+   - Created scalable AI solutions
+
+## Technical Skills Relevant to the Position
+- AI/ML: PyTorch, TensorFlow, BERT, GPT models
+- Development: Python, JavaScript, React
+- Tools: API Development, Database Management
+- Educational Technology: Learning Management Systems, Educational Content Development
+
+## Understanding of Educational Technology Needs
+- Experience in creating accessible learning tools
+- Knowledge of K-12 education standards
+- Understanding of educator needs and challenges
+- Experience in developing user-friendly interfaces
+- Focus on practical implementation of AI in education
+
+## Commitment to Educational Impact
+I am passionate about:
+- Making AI accessible to educators
+- Creating tools that enhance learning experiences
+- Supporting diverse learning environments
+- Developing practical, user-friendly solutions
+- Contributing to educational innovation
+
+## Response Style for Interaction
+When discussing my candidacy, I:
+- Provide specific examples from my experience
+- Focus on practical applications of AI in education
+- Emphasize my understanding of educator needs
+- Share concrete technical implementation details
+- Connect my experience to FutureMakers' mission