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

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
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
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:

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
Educator-Focused Design:
- Building intuitive interfaces for AI tools
- Implementing feedback mechanisms for continuous improvement
- Creating personalized resource recommendations
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

Interactive Learning Systems:
- Created adaptive learning platforms
- Developed personalized recommendation systems
- Implemented user-friendly interfaces for complex AI systems
Educational Tools:
- Developed data collection and analysis systems
- Created automated assessment tools
- Implemented feedback mechanisms for continuous improvement
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