Portrait of Vincent Osbert

Hello, I’m

Vincent Osbert

Data Science undergraduate at Universitas Brawijaya.

I compete in national data science competitions: computer vision, time series, survey data and Indonesian NLP. I pick models on cross-validation that matches the test split, chronological for time data and grouped for grouped data.

8th
of 260 teams, ARA ITS 7.0 pothole segmentation
9th
of 37 teams, NSC 2026 humidity forecasting
Finalist
DataQuest 5.0, national final

Looking for a 6-month internship, January to July 2027. Jakarta/Tangerang on-site or remote.

Competitions

Competition results

Rankings are from the final private leaderboard.

Road photographs beside confidence maps and red pothole segmentation overlays
The red overlay is the road area the model marks as damaged.

01 · Computer vision · ITS, 2026

ARA ITS 7.0: Pothole Segmentation

Can a model show exactly where road damage appears in a photograph?

SegFormer MiT-B5 fine-tuned on 498 labelled road images, with Tversky loss for small potholes, a 5-fold ensemble and flip test-time augmentation.

8thof 260 teams on the private leaderboard, Dice 0.804 (cross-validation Dice 0.83)
Open the repository

02 · Time series · NSC, 2026

NSC 2026: Air Humidity Forecasting

Can future greenhouse humidity be predicted without leaking the future into training?

Team of three. I built the reproducible pipeline for our 4-model ensemble: 8-fold chronological cross-validation and time-based interpolation of sensor gaps.

9thof 37 teams on the private leaderboard, RMSE 3.91
Open the repository

03 · Survey modelling · Universitas Airlangga, 2026

DataQuest 5.0: Life Satisfaction

How far can survey answers predict a person’s life satisfaction?

Expected-value thresholds replaced argmax and added 0.06 QWK. A learning curve over five data sizes flattened, which pointed to missing survey questions rather than model capacity.

Finalistnational final, with a model that runs in the browser

04 · NLP · ACTION, 2026

ACTION 2026: Public-Service Topics

Which public-service topics is an Indonesian social-media comment about?

An ensemble of IndoBERT base, IndoBERT large and IndoBERTweet, validated with topic-grouped 5-fold cross-validation.

0.919macro F1 in grouped cross-validation, team of three

About

About me

I am in my third year of Data Science at Universitas Brawijaya (GPA 3.53/4.00). Most of my competition work is done in teams of three, and I also assisted the Database lab course in 2026.

I am free for a full-time internship from January to July 2027.

Modelling

Python · pandas · scikit-learn · LightGBM · XGBoost · CatBoost · PyTorch · Hugging Face Transformers

Tools

SQL · Streamlit · Plotly · Excel · Git & GitHub · Kaggle

Languages

Indonesian (native) · English (fluent) · Mandarin (basic)

Experience

Education and experience

B.Sc. Data Science

Universitas Brawijaya · GPA 3.53/4.00 · Artificial Intelligence, Data Mining, Big Data Analytics, Data Warehousing, Cloud Computing.

Laboratory Assistant, Database

Universitas Brawijaya · ran weekly lab sessions on relational design and SQL, graded assignments and practical exams for 30+ students.

Event Division Staff, National Statistics Challenge 2025

Coordinated judges and speakers, drafted the MoU, run-of-show and post-event report.