# 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