Archive Tag: Scikit-learn
23 September 2025
Outlier Detection Using Geospatial Analysis
📊 Case Study: Detecting Outliers in Election Results Using Geospatial Analysis Background Election transparency relies on consistency across polling units in the same area. When one polling unit records results that are significantly different from its neighbors, it may indicate irregularities or errors that require investigation. Objective The goal of this project was to identify […]
16 September 2025
YouTube Success Factors: An EDA
Case Study: YouTube Success Factors — Exploratory Data Analysis Objective Identify what video features, like length, tags, publish time, and category, are linked to higher views and engagement. Data & Approach Used YouTube metadata and performance logs from a Kaggle dataset. Cleaned data (handled missing values, parsed tags and timestamps, converted categories). Ran exploratory data […]
7 September 2025
Weather Forecast Prediction 2025
Weather-Forecast-2025—Because Even the Sky Runs on Patterns This wasn’t about reinventing the Weather Channel. It was about learning and building something practical along the way. Weather-Forecast-2025 is a follow-along project where I used Python, Django, and a bit of machine learning to create a web app that predicts weather conditions. The app pulls from historical […]
5 August 2025
Mental Health Risk Prediction
This isn’t just another machine learning project. It’s a quiet attempt to solve a loud, often overlooked problem. The Mental Health Prediction Model was born from something personal and something observed; it’s a mix of late-night overthinking and a conversation during a university application meeting on Google. What started as curiosity turned into a realization: […]