nampy

My learning journey through the Machine Learning Zoomcamp, including notes, Jupyter notebooks, exercises, and hands-on implementations.

Soil Moisture Detection with Camera and Arduino This project uses a laptop camera, OpenCV, and an Arduino (ESP32 or Uno) to detect soil moisture levels from images, classify the moisture status, and control irrigation accordingly.

Revenue forecasting project using Python, Pandas, NumPy, and Time Series Analysis to clean, analyze, and predict future revenue trends.

Diabetes Prediction System

A modern, web-based Iris species classifier backed by a trained Support Vector Machine (SVM) model (scikit-learn), served through a Flask API, with an interactive HTML5 / CSS3 / JavaScript frontend.

An end-to-end Machine Learning project for predicting students' math scores using Python, Scikit-learn, Exploratory Data Analysis (EDA), feature engineering, linear regression, and model evaluation.

A data analytics project focused on hypothesis testing to evaluate whether users exposed to ads on Saturdays convert more than users exposed on other days. The project includes exploratory data analysis (EDA), conversion rate comparison, two-proportion z-test, confidence intervals, and business insights using Python.

Python data preparation & EDA on GBD mental health data with a Tableau dashboard.