Technology and Development at MLDA

Nanyang Technological University, EEE

LearnOva Program

Our comprehensive learning program for Machine Learning and Data Analytics, designed to take you from the basics to advanced concepts over two semesters.

About LearnOva

LearnOva is our flagship learning program that provides a structured path to mastering Machine Learning and Data Analytics. The curriculum is designed to build your skills progressively, from foundational concepts to advanced applications.

Semester 1 (August 2025 – November 2025)
WeekDateTopic
Week 1Aug 6Introduction to Machine Learning and Python Setup
Week 2Aug 13Data Exploration and Cleaning Basics
Week 3Aug 20Feature Engineering Fundamentals
Week 4Aug 27Supervised Learning – Linear Regression Basics
Week 5Sep 3Supervised Learning – Classification with Logistic Regression
Week 6Sep 10Model Evaluation and Validation Techniques
Week 7Sep 17Unsupervised Learning – Clustering for Insights
Recess WeekSep 24Break
Week 8Oct 1Text Analysis with NLP Basics
Week 9Oct 8Ensemble Methods for Robust Predictions
Week 10Oct 15Open-Sourcing and Contributing to GSoC
Week 11Oct 22Deploying ML Models with API Integration
Week 12Oct 29Mini-Project – End-to-End ML Pipeline