Data Analysis

Car Parking Prediction

In this work, a predictive model of parking availability is developed to improve the vehicle parking experience in Freiburg in Baden-Württemberg. Germany. In the posterior stage, the model will be integrated into a new app, informing the customer of the slot availability at arrival time.

UK Car Market

This project collects, analyzes, and uses machine learning algorithms to predict the car price in the UK market. Bayesian optimization is also performed. The models are deployed into a web app. The feature contributions in the price are determined.

Programmer Salary

This project predicts the software developer’s salary based on user inputs. The data was obtained from the Stack Overflow Survey 2021. The data app was developed using the Streamlit framework providing an intuitive user interface.

Stock Investment Analysis

In this notebook, data exploration of stock market is performed, particularly some technology stocks. The risk of a stock, based on its previous performance history, is also analyzed. The future stock prices are predicted using Long Short Term Memory (LSTM) method. The stocks are Microsoft, Walmartm, Tesla, and Netflix.