DATA & ANALYSIS

Power BI – Interactive dashboards for real-time factory insights

Google Looker Studio – Clean, shareable reports for stakeholders

DATA MANAGEMENT

SQL (DBeaver, pgAdmin) – Data querying, transformation, and preparation

ETL Tools – (Talend, Apache Nifi) for moving and cleaning large manufacturing datasets

Cloud Storage – AWS, Google Cloud Storage for scalable data storage

ARTIFICIAL INTELLIGENCE & MACHINE LEARNING

Python – Core language for data science and ML

R – Statistic Analysis for Quantitative Analysis

TensorFlow / PyTorch – Model training and deep learning

OpenCV – Computer vision for quality checks and visual inspection

Scikit-learn / XGBoost – For classic ML modeling (anomaly detection, predictive analytics)

Rapidminer - For EDA, Univariate/Bivariate Analysis and AI/ML Predictive Analytics Tool

KNIME - For EDA, Univariate/Bivariate Analysis and AI/ML Predictive Analytics Tool

DEPLOYMENT & INTEGRATION

Docker – Containerization for scalable deployment

REST APIs – Seamless integration with ERP, MES, and SCADA systems

Edge Devices – For real-time ML inference on-site