This research entails the general & technical overview of modern Machine Learning algorithms, as well as how they are potentially able to assist a common real-world problem; parking congestion.

Upon performing Multiclass Image Classification using multiple well-known DCNN Architectures & a Pre-Trained Transfer Learning Model , the outcomes yielded from the conducted experiments proves that they are able to successfully classify different car types.

This shows that Computer Vision could provide automation & replace the manual labor in categorizing cars, which is essential for a more efficiently designed parking layout. Hence, Deep Learning could indirectly contribute to decreasing parking congestion.

Developed a Python Stock Market Trading Simulator with a colleague to compute various Investing & Trading Strategies' results, using historical market data of the top Indonesian Blue-Chip stocks. We then implemented multiple Data Analysis & Visualisation techniques for statistical & visual analysis. Finally, we use these results to prove a hypothesis stating that Passively Investing is much more profitable than Actively Trading in the Financial Markets.

We also published our research on IEEE (Institute of Electrical and Electronics Engineers).

Developed a Python Artificial Intelligence Binary Options Trading Bot that uses Convolutional Neural Network (CNN) for Computer Vision. The bot implements Golden Moment, Martingale, & Random (for demo purposes) trading strategies. The Binary Options trading platform used is Binomo.

Developed an Artificial Intelligence Chatbot on Telegram with a team, which specializes in assisting users' questions on behalf of live worldwide COVID-19 information. Our program uses 3 different Machine Learning algorithms for Natural Language Processing: Support Vector Machine (SVM), Neural Network, and Naive Bayes.

We also published a research on IEEE (Institute of Electrical and Electronics Engineers) to distinguish which of these algorithms are the most efficient and accurate.

Cropping and adding watermarks to pictures could be really repetitive, tedious, and time consuming, especially when there are thousands of pictures to be edited. Therefore, I developed a Bulk Image Cropper & Watermark Generator using Python. Implemented Computer Vision and Image Processing techniques to achieve the desired outputs.

Worked together with a team to develop an Artificial Intelligence Object Detection Camera using OpenCV (Computer Vision) on Python

Designed & developed an Artificial Intelligence Transaction Fee Calculator for Businesses, using Linear Regression in Python.

Designed & developed an Inventory and Cashier system for Pharmacies in C++.