As a marimo Ambassador, I contribute to the growth and engagement of the AI/ML and developer relations community through:

• Content Creation:
  • Regularly share tutorials, examples, and tips on marimo’s tools and features.
  • Create resources for developers and data scientists using AI/ML notebooks with marimo.
    
• Community Contributions:
  • Manage and contribute to the marimo Spotlights GitHub repository.
  • Showcase weekly community projects demonstrating creative uses of marimo notebooks.
  • Encourage diverse applications and community contributions.
    
• Event Participation:
  • Assist in organizing and participating in community events, including quarterly calls and weekly spotlights.
    
• Educational Content:
  • Develop tutorials, examples, and best practices for marimo usage.
  • Offer tips to enhance productivity in AI/ML workflows.
  • Core maintainer of marimo-tutorials GitHub repository where marimo notebook implementations spanning various domains are stored (to serve as a good reference point for newcomers and experienced users alike).

Skills: Python, Developer Relations, Communication, Community Outreach and Engagement, Content Creation, Open-Source Development, AI/ML, Data Science, Notebooks

Capstone Project: MathMate | Multimodal AI Assistant for Math Learning
Mentor: Dr. Vaishali Kulkarni

Developing an innovative LLM-based project specialized in mathematical reasoning and problem-solving.

Key accomplishments:

• Implemented model merging techniques using mergekit, combining NuminaMath-7B-TIR and DeepSeek-Prover-V1.5-RL models.
• Created Mathmate-7B-DELLA, a 6.91B parameter model optimized for mathematical tasks.
• Conducted model evaluation using LLM AutoEval with the Nous dataset.
• Applied ORPO fine-tuning on a specialized math dataset to enhance model performance.
• Utilized cutting-edge tools including Hugging Face, Lightning.ai, and Weights & Biases for model development and analysis.

This project aims to advance AI capabilities in mathematical reasoning, potentially revolutionizing how students and researchers approach complex mathematical problems.

Skills: Python, Research, Large Language Models (LLM), AI, Machine Learning, Computer Vision, GUI, Product Ideation and Development, Cloud Applications, Model Deployment, Git, GitHub

• Notabot Studio Project
  • Role: Project organizer, Game Developer
  • Key Responsibilities:
    • Technologies Used: PlayCanvas
    • Ideation: Contributed ideas; one selected for development.
    • Team Leadership: Leading a team; coordinated project efforts.
    • Game Development: Designing mechanics to teach math concepts; using PlayCanvas.
  • Achievements:
    • Developing a project combining education and entertainment.

• Roles and Responsibilities:
  • Analyzed product listing workflow and proposed AI solutions for IndiaHandMade E-commerce Platform.
  • Integrated image captioning and language models for automated product descriptions.
  • Implemented audio transcription model to enable multilingual product descriptions.
  • Developed APIs using FastAPI for seamless integration with the existing platform.
  • Collaborated with the team for deployment on Ubuntu server, resolving dependencies.
  • Automated product listing process, enhancing vendor experience.
  • Enabled multilingual product descriptions through audio transcription.
  • Streamlined API development and deployment using open-source technologies.
  • Demonstrated problem-solving, optimization, and open-source advocacy skills.
  • Python, FastAPI, HuggingFace Models (Salesforce/blip-image-captioning-large, Ollama/Groq Llama3, Whisper), API Development, Ubuntu Server Deployment.

• Quality Assurance (QA) and Testing:
  • Maintaining user logs about issues/feedback.
  • Ensure products meet customer expectations and demand.
  • Create reports documenting errors and issues for fixing.
  • Perform Quality testing for the app and documenting respective errors/bugs for the development team.
• Customer Service, Technical Support:
  • Identify and address customer needs with a goal of complete satisfaction.
  • Follow company communications guidelines and procedures under minimal supervision.
  • Research information using available resources to satisfy customer inquiries.
  • Identify and address customer needs with a goal of complete satisfaction.
  • Follow company communications guidelines and procedures under minimal supervision.
  • Research information using available resources to satisfy customer inquiries.
  • Build rapport with customers by engaging with them in an inviting, friendly, and professional manner, to deliver exceptional experiences nurture lasting relationships.
  • Assist with moderation of content the Discord Server (with over 120,000+ members).

• Hands-on Testing Exposure:
  • Contributed to RCM testing.
  • Learned bug detection, QA collaboration, and documentation.
• Practical Codebase Familiarity:
  • Access to GitLab repository.
  • Explored Python-Flask, Docker, docker-compose.
• Collaborative Coding Insights:
  • Introduction to Git participation.
  • Grasped pull requests, issue management.
  • Engagely.ai internship provided real-world testing insights, coding exposure, and collaborative skills enhancement.