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meronoumer/README.md

Hi, I'm Meron πŸ‘‹πŸΎ

Computer Science & Applied Mathematics @ Smith College
Building reliable AI, data, and software systems across research, product, and campus communities.

I’m interested in the systems behind intelligent applications: data pipelines, evaluation workflows, AI agents, dashboards, infrastructure, and the messy real-world constraints that determine whether a tool actually works outside of a demo.

Currently focused on:

  • AI/data engineering and ML systems
  • Reproducible experimentation and benchmarking
  • Full-stack data products and workflow automation
  • Data infrastructure, validation, and monitoring
  • Making AI/ML education more accessible through mentorship and campus community-building

I’m looking for Software Engineering, AI Engineering, Data Engineering, ML Engineering, and Infrastructure/Data Platform internships where I can build practical systems that are reliable, well-tested, and useful.


πŸ› οΈ Technical Skills

Languages
Python SQL TypeScript JavaScript Java C/C++

Data, ML & AI
PySpark scikit-learn Pandas NumPy MLflow Databricks

Backend, Full-Stack & Data Tools
FastAPI React Next.js Streamlit PostgreSQL Supabase

Developer Tools & Infrastructure
Git Docker Linux GitHub Actions Jupyter VS Code


πŸš€ Featured Projects


Python, TypeScript, FastAPI, Gemini API, Slack API, PostgreSQL, Docker

A full-stack AI workflow assistant that converts Slack messages into structured tasks, calendar actions, and team-facing updates. Designed around tool orchestration, schema validation, API routing, persistent task state, and debugging multi-step AI execution failures.

Focus: AI agents, backend systems, workflow automation, API integration, reliability, state management.


Python, C++, Benchmarking, Optimization, Reproducibility, HPC

Research project evaluating optimization frameworks for machine learning workflows under controlled experimental conditions. Built benchmarking and validation workflows to distinguish true system behavior from runtime noise and improve reliability in hyperparameter tuning experiments.

Focus: ML systems, experimental design, performance benchmarking, reproducibility, high-performance computing.


Python, Streamlit, Feature Engineering, Monitoring, Data Validation

An analytics and monitoring workflow for identifying operational bottlenecks across thousands of workflow events. Transformed noisy operational data into structured indicators and built real-time dashboarding tools to improve visibility into system behavior and data health.

Focus: data engineering, monitoring, feature engineering, operational analytics, dashboarding.


Python, scikit-learn, Librosa, openSMILE, Streamlit

Machine learning pipeline for classifying cardiovascular disease from phonocardiogram recordings. Built feature extraction workflows, benchmarked models, and developed a Streamlit prototype to make model outputs more accessible in a diagnostic workflow.

Focus: applied ML, signal processing, model evaluation, health AI, interpretable workflows.


Python, NumPy, Monte Carlo Simulation, Parallelization, Combinatorics

Simulation and brute-force search tooling for studying the probability of quads in k-card layouts over binary vector spaces. Explores combinatorial structure, probability estimation, and scalable computation for mathematical research.

Focus: algorithms, probability, combinatorics, simulation, mathematical computing.


🌱 Leadership, Teaching & Community

  • AEMES Peer Mentor @ Smith College β€” mentor first-year students and help build supportive STEM learning communities.
  • Calculus TA β€” support students in developing mathematical intuition, problem-solving habits, and confidence.
  • AI/ML Club Builder @ Smith β€” creating beginner-friendly spaces for students to learn AI, machine learning, data workflows, and responsible technical practice.
  • Student Coordinator β€” organize programming and outreach for BIPOC communities in STEM and broader campus spaces.
  • Break Through Tech AI Fellow @ Cornell Tech β€” national applied AI learning community focused on machine learning, collaboration, and industry-relevant AI projects.

I care deeply about making technical work feel less intimidating. A lot of my work sits at the intersection of building systems and helping people understand them.


πŸ’Ό What I’m Looking For

I’m currently seeking internship opportunities in:

  • Software Engineering
  • AI Engineering
  • Data Engineering
  • ML Engineering
  • ML Systems / AI Infrastructure
  • Data Platform / Developer Tooling
  • Full-Stack Data Products

I’m especially excited by teams working on reliable AI systems, data infrastructure, experimentation platforms, workflow automation, developer tools, and products that turn complex data into clear decisions.


πŸ“Š GitHub Stats

Meron's GitHub stats

Top Languages


πŸ“« Connect

Always building, always learning β€” and always trying to make technical systems more reliable, understandable, and accessible.

Pinned Loading

  1. heart-disease-diagnostic-aid heart-disease-diagnostic-aid Public

    This project aims to classify specific types of vascular heart diseasesusing phonocardiogram audio signals and ML. Leveraging a supervised learning approach, we to analyze PCG recordings. Our datas…

    Jupyter Notebook 1

  2. nitsujiang/TaskPilot nitsujiang/TaskPilot Public

    Agentic AI solution to prevent decision drift and action-item amnesia over time from Break Through Tech's Productivity Team 1.

    Python 2 1

  3. Chambers-Capital-Ventures-Inc/operations-insight Chambers-Capital-Ventures-Inc/operations-insight Public

    Team 2 Challenge

    Python 1 1

  4. ubuntu-curriculum ubuntu-curriculum Public

    TypeScript

  5. ai-access-lab-databricks ai-access-lab-databricks Public

    Jupyter Notebook