Skip to content
View codeonthespectrum's full-sized avatar
:electron:
open to projects
:electron:
open to projects

Organizations

@BillinkAI

Block or report codeonthespectrum

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
codeonthespectrum/README.md

Welcome! πŸ‘‹

Hi! I'm Gabrielly Gomes (call me Kimi 🧩) β€” ML Engineer focused on MLOps and AI Infrastructure with 2 years of experience building production AI systems that scale and cost less.


πŸ”§ Building in Public: Billink AI

I'm currently building Billink AI β€” a SaaS platform that automates cloud and AI infrastructure cost auditing using multi-agent LLM pipelines.


πŸ‘©β€πŸ’» Currently

  • πŸ’Ό ML Engineer / MLOps Engineer at Cortex: Architected an Agentic AI system processing 80K+ stores across 700+ malls on Kubernetes, enabling a $2M revenue product line. Implemented monitoring, alerting, and batch inference pipelines.
  • πŸ€– AI Researcher at UFPI: Building hybrid BiLSTM-Transformer models for hate speech detection with feedback loop for retraining. Fine-Tune Baseline | BiLSTM Baseline

✨ Highlights

  • πŸ† Transpetro/Petrobras Hackathon (7th place): Physics-Informed ML for industrial prediction β€” identified $1.89M in fuel savings and 1,198 tons COβ‚‚ avoided. Paper | Dashboard | Model | REST API
  • πŸ‡§πŸ‡· I Speak KanoΓͺ: Built the first dataset for KanoΓͺ indigenous language preservation. Documentation | Dataset
  • πŸ“Š Social Impact Research: Created Water Inequality Dataset of NE Brazil and published peer-reviewed research. Paper | GitHub
  • πŸ“Š Cloud Infrastructure Analyst (Freelance): Audited infrastructure handling 3.26B requests with 99.92% availability during Black Friday, analyzing EKS cluster efficiency and Spot Instance resilience.

πŸ› οΈ Tech Stack

  • MLOps & Infrastructure: Kubernetes (EKS), Karpenter, Spot Instances, Docker, MLflow, CI/CD for ML, Model Monitoring, Drift Detection
  • Cloud: AWS (S3, Lambda, EC2, EKS, DynamoDB, Cost Explorer), Terraform, FinOps
  • Machine Learning: LLMs, Agentic AI, RAG, NLP, TensorFlow, PyTorch, Physics-Informed ML
  • Data Engineering: PostgreSQL, ClickHouse, Supabase, ETL/Data Pipelines, Analytics Engineering
  • Observability: Grafana, CloudWatch, HyperDX (P95 Latency, Error Budgeting)
  • Programming: Python, SQL, PySpark, C++

πŸŽ–οΈ Certifications

  • Stanford & DeepLearning.ai β€” Machine Learning Specialization. ML Project
  • Harvard Aspire Institute β€” AI-Integrated Leadership Program (AILP) Alumna
  • DataCamp β€” AI Engineer Associate & Data Engineer Associate

πŸ“š Stanford-Based Self-Study Roadmap

In parallel to my engineering work, I follow a self-directed curriculum mirroring Stanford's CS undergraduate program β€” driven by curiosity for theoretical depth that complements production experience. Tracking progress publicly keeps me honest.

Click to see full curriculum & progress

Year 1 β€” Solid Foundation πŸ—οΈ

Focus: Mathematical rigor and algorithmic thinking.

Semester 1 β€” Nov/25 β†’ May/26

  • βœ… CS106A β€” Programming Methodology (Code In Place)
  • βœ… CS106B β€” Programming Abstractions Real-Time systems - currently developing
  • βœ… Introduction to Mathematical Thinking
  • βœ… Introduction to Logic
  • 🚧 CS103 β€” Mathematical Foundations of Computing

Semester 2 β€” Jun/26 β†’ Dec/26

  • ⏳ MATH19 β€” Calculus I
  • ⏳ PHYSICS61 β€” Mechanics
  • ⏳ CS107 β€” Computer Organization & Systems
  • ⏳ CS109 β€” Probability for Computer Scientists
  • ⏳ CS125 β€” Data & Society
  • 🎯 Capstone Project 1

Year 2 β€” Advanced Core πŸš€

Semester 3 β€” Jan/27 β†’ Jun/27

  • ⏳ MATH20 β€” Calculus II
  • ⏳ MATH51 β€” Linear Algebra & Multivariable Calculus
  • ⏳ CS111 β€” Operating Systems Principles
  • ⏳ CS221 β€” Artificial Intelligence: Principles and Techniques

Semester 4 β€” Jul/27 β†’ Dec/27

  • ⏳ CS229 β€” Machine Learning
  • ⏳ CS161 β€” Design & Analysis of Algorithms
  • ⏳ CS205L β€” Continuous Mathematical Methods for ML
  • 🎯 Capstone Project 2

Year 3 β€” Specialization πŸ•΅πŸΌ

Semester 5 β€” Jan/28 β†’ Jun/28

  • ⏳ CS22N β€” Natural Language Processing with Deep Learning
  • ⏳ CS259 β€” Algorithm Fairness
  • 🎯 Capstone Project 3

Legend: βœ… done Β· 🚧 in progress Β· ⏳ planned Β· 🎯 capstone


🌍 Leadership & Volunteering

  • πŸ§‘β€πŸ« Teaching Fellow β€” Data and AI for Social Analysis course at UFPI
  • πŸ§‘β€πŸ« AI Instructor β€” Teaching AI to women entering tech (NGO)
  • πŸ‡ΊπŸ‡³ United Nations MGCY β€” Major Group for Children and Youth volunteer

πŸ’¬ Let's Connect

Pinned Loading

  1. anomaly-rts-cpp anomaly-rts-cpp Public

    C++

  2. boa-constrictor boa-constrictor Public

    Forked from boa-collaboration/boa-constrictor

    Boa Constrictor: A Mamba-based Lossless Compressor for High Energy Physics

    Python 1

  3. mlops-challenge-handtalk mlops-challenge-handtalk Public

    Forked from jlsneto/mlops-challenge

    Python 2

  4. eu-falo-kanoe eu-falo-kanoe Public

    PLpgSQL

  5. curupira_BILSTM curupira_BILSTM Public

    Jupyter Notebook

  6. dermatology-multimodal-pipeline dermatology-multimodal-pipeline Public

    Python