Skip to content
View jessieli-avellar's full-sized avatar

Highlights

  • Pro

Block or report jessieli-avellar

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
jessieli-avellar/README.md

Hi there , I'm Jessieli Avellar

Industrial Engineer | Machine Learning Engineer | Data Science Enthusiast

I am an Industrial Engineer transitioning into the world of Machine Learning and Data Science. My goal is to turn complex data into scalable, predictive solutions that drive real business ROI.


πŸ› οΈ Technical Toolbox

Domain Technologies & Tools
Data Science & ML Python (Scikit-Learn, LightGBM, XGBoost, SHAP), Feature Engineering, Boruta, MLOps
Data Visualization Power BI, Tableau, Matplotlib, Seaborn, Streamlit
Engineering & Ops Docker, Git/GitHub, SQL, LabWare LIMS
Web Development Currently pursuing Postgraduate in Web Dev (React, Node.js, Full-Stack)

πŸ”­ Current Focus

  • πŸ› οΈ Project: Developing an End-to-End Predictive Maintenance Pipeline using the AI4I 2020 dataset.
  • 🐳 Infrastructure: Mastering Docker and MLOps to ensure model reproducibility and production-ready deployments.
  • 🌱 Learning: Enhancing my full-stack capabilities to build better data-driven web applications.

πŸ“Š GitHub Stats

Jessieli's GitHub Stats Top Languages


πŸ“« Connect with Me

Pinned Loading

  1. ML-Industrial-Predictive-Maintenance ML-Industrial-Predictive-Maintenance Public

    πŸ› οΈ End-to-End Predictive Maintenance Pipeline. Reducing industrial downtime with LightGBM, SMOTE & SHAP. Features: Boruta selection, Isotonic Calibration & XAI. Results: 0.986 ROC AUC | 85% Recall.…

    Jupyter Notebook