Skip to content
View VictorNico's full-sized avatar

Block or report VictorNico

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
VictorNico/README.md

Hi, I'm Victor 👋

Senior Data Scientist · Machine Learning Engineer
MSc Data Science · NLP / RAG · Graph ML · Full-Stack
Yaoundé, Cameroon · Open to remote roles worldwide (CET / GMT+1 overlap)

Portfolio LinkedIn ORCID Email


About

I design and ship ML systems end-to-end: from data and modelling to deployment and database operations. My recent work centres on retrieval-augmented generation (RAG) in French, graph-based feature engineering for imbalanced classification, and cost-sensitive learning applied to credit risk.

I also train and mentor engineers on applied ML, full-stack development and Linux systems programming.


What I'm working on

  • 🇫🇷 EvalLLM 2026 — Team SourcesÛres · French RAG evaluation challenge (LlamaIndex, bge-m3, FAISS, cross-encoder rerank, Mistral-7B) — targeting Task 1 (QA) and Task 2 (attribution).
  • 🧠 Neural networks from scratch in NumPy · forward/backward pass, Dense, Dropout, BatchNorm, RNN, LSTM, GRU — for engineering clarity and teaching.
  • 📊 Cost-sensitive credit-risk prediction with multilayer bipartite graphs · MSc thesis extension submitted to Data Mining and Knowledge Discovery (DMKD), 2026.

Recent highlights

  • 🥇 1st Prize, CONIA 2025 Hackathon — plant-disease classifier (YOLOv11s, sub-50 ms inference) deployed as an offline-first PWA.
  • 🥇 Best Project, I3AFD 2026 Thematic School — French-language RAG pipeline.
  • 🏅 Best Scientific Poster, I3AFD 2026 — cost-sensitive credit risk with multilayer bipartite graphs.
  • 🥈 2nd Prize, CANAM AI Competition 2023 — data analysis and ML.
  • 📄 Publication: International Journal of Computer Applications, 186(78), 2025. DOI: 10.5120/ijca2025924642

Tech I reach for

ML / Data Science · Python · scikit-learn · XGBoost · PyTorch · TensorFlow · NumPy · Pandas · NetworkX · SHAP NLP / LLM / RAG · LlamaIndex · LangChain · FAISS · Hugging Face Transformers · BAAI/bge-m3 · Mistral · BERT / RoBERTa Data & Infra · PostgreSQL · MongoDB · Neo4j · Supabase · advanced SQL · schema migration Software & MLOps · Vue.js / Nuxt 3 · Node.js · Express · Flask · FastAPI · Docker · Git · CI/CD · PM2 · Nginx


Currently open to

  • 💼 Senior Data Scientist / ML Engineer / AI (RAG/LLM) Engineer · full-time remote, worldwide
  • 🤝 Long-term freelance missions on ML, RAG and data-intensive systems
  • 🎓 Applied research collaborations on graph ML, RAG evaluation and explainability

📬 Best way to reach me: viclegranddab@gmail.com · LinkedIn


GitHub stats Top languages

Pinned Loading

  1. NNs_from_scratch NNs_from_scratch Public

    Build a Neural net from scratch without keras or pytorch just by using numpy for calculus, pandas for data loading.

    Jupyter Notebook 2

  2. Graph-based-ML/multilayer-graph-based-feature-engineering Graph-based-ML/multilayer-graph-based-feature-engineering Public

    A novel class-based multilayer graph feature extraction for ML enhance

    Jupyter Notebook

  3. agriguard agriguard Public

    Optimized CNN architecture for plant disease classification in Sub-Saharan Africa. Surpasses the IJCA 2025 baseline while significantly reducing inference time for mobile deployment. 1st Place at C…

    Python 4

  4. vue3-reactive-tel-input vue3-reactive-tel-input Public

    reactive tel input library base on Vue3

    Vue

  5. VictorNico.github.io VictorNico.github.io Public

    Vue 1