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wesleyruiz2005/README.md

Typing SVG Typing SVG


Hey, I'm Wesley ·͜·

Machine Learning Engineer and Systems Engineering student at UNI (Nicaragua).
I build end-to-end ML pipelines, AI-augmented automation systems, and data engineering workflows — with a focus on regulated and financial environments.

My work sits at the intersection of ML, intelligent automation, and backend engineering.


♟️ Play Community Chess With Me

This board is playable by anyone. Click a link under TO and it opens a pre-filled GitHub issue — just submit it. A GitHub Action validates the move, updates the board and commits it. White moves first, and you can't move twice in a row.

No game in progress yet — ♟️ Start a new game to begin!

It's white(clear) turn.

A B C D E F G H
8 8
7 7
6 6
5 5
4 4
3 3
2 2
1 1
A B C D E F G H

▸ Your move (appears once a game starts)

FROM TO (Just click a link!)
A1 A2, A3
B1 A3, C3, D2
B2 B3, B4
C1 D2, E3, F4, G5, H6
C2 C3, C4
D1 D2, D3
D4 D5
E1 D2
E2 E3, E4
F2 F3, F4
G1 F3, H3
G2 G3, G4
H2 H3, H4
▸ Recent moves & top players
Move Author
G8 to F6 @CADV2005
A2 to A4 @wesleyruiz2005
A7 to A5 @CharlyFernando
D2 to D4 @wesleyruiz2005
Start game @wesleyruiz2005
Total moves User
2 @wesleyruiz2005
1 @CharlyFernando
1 @CADV2005

◈ Currently working on

  • Binary classification pipelines for credit default risk — feature engineering, LightGBM, AUC-ROC optimization
  • ELT pipelines with multi-source ingestion (REST APIs, CSV) into SQLite data warehouses; pandas/SQL transformation layers
  • NLP and MLOps projects — model versioning, reproducible workflows, evaluation pipelines
  • AI-augmented RPA automation in production financial environments — UiPath REFramework + AI Activities
  • AI agent orchestration with n8n — LLM nodes, webhook triggers, cross-system integration

⌘ Tech Stack

▸ AI & Machine Learning

Python scikit-learn LightGBM XGBoost Pandas NumPy Jupyter Matplotlib

▸ Automation & AI Agents

UiPath n8n FastAPI Docker

▸ Data & Backend

PostgreSQL SQL Server SQLite MongoDB .NET Node.js

▸ DevOps & MLOps

Git GitHub Actions Azure DevOps


◉ Activity

📖 Attention Is All You Need


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