MSc Candidate in Computer Science @ UFMG — enthusiastic about AI, with a research track in vibration-based intelligent fault diagnosis and a current pivot into Music Information Retrieval (MIR) and music generation.
Profile: github.com/ivarejao
I work at the intersection of signal processing and machine learning:
- Past / published work: intelligent fault diagnosis for rotating machinery using vibration signals (incl. reproducible research code + benchmarks).
- Current focus: MIR with emphasis on music generation (bridging industrial time-series modeling ↔ creative audio/music modeling).
I’m interested in opportunities and collaborations in AI/ML, applied research, MIR, and music tech.
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Vibdata — a Python package providing a common interface to store/manipulate vibration datasets for ML in fault diagnosis
Repo: ivarejao/vibdata
Highlights:- Unified interface + multiple public datasets
- Modules for
rawdataset handling anddeep(deep-learning-friendly, incl. PyTorch-oriented workflows) - Paper-reproducibility tags (see README)
-
Similarity bias benchmarks (fault diagnosis) — benchmark code and experiments for the “similarity bias” problem in vibration-based ML
Repo: ivarejao/vibdata-baselines
Includes baselines like Nearest Neighbor, Random Forest, and a 1D CNN (XResNet18-1D), evaluated under multiple cross-validation strategies.
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“The similarity bias problem: what it is and how it impacts vibration-based intelligent fault diagnosis.”
Code/benchmarks: ivarejao/vibdata-baselines
DOI (as referenced in Vibdata): https://doi.org/10.1016/j.ymssp.2025.112822 -
International Journal of Prognostics and Health Management paper (as referenced in Vibdata):
DOI: https://doi.org/10.36001/ijphm.2025.v16i3.4239
Reproducibility notes/tags: ivarejao/vibdata
- NLP-with-Disaster-Tweets — “Projeto Final de Data Science”
- veja-news-scraper
- T1-SO — “Vaccine shell” implemented in C (with co-authors)
- LinkedIn: https://www.linkedin.com/in/igor-varejao (from my GitHub profile: github.com/ivarejao)
- ORCID: https://orcid.org/0009-0002-3228-7141 (from my GitHub profile: github.com/ivarejao)
- X: https://x.com/igvarejao (from my GitHub profile: github.com/ivarejao)
- Research collaborations (AI/ML, robust evaluation, signal/audio modeling)
- Internships / applied ML roles
- MIR / music generation projects where strong evaluation + engineering matter
If any of that overlaps with what you’re building, feel free to reach out.
