The objective of this project is to showcase the use of Machine Learning models to answer the question of loan default prediction based on certain parameters from the German bank dataset.

Breast Cancer prediction app using KNN and SVC algorithm.

Trained more than 300 data to predict the Cardiovascular Disease (CVD)

Dari dataset tersebut akan mengklasifikasi kualitas pencemaran udara berdasarkan kategori perhitungan indeks standar pencemaran udara. Dimana dataset Indeks Standar Pencemaran Udara (ISPU) Tahun 2021 yang didapatan dari website Jakarta Open data dengan link: https://data.jakarta.go.id/dataset/indeks-standar-pencemaran-udara-ispu-tahun-2021

Visualize scATAC-seq profiles using PCA and UMAP. Construct a support vector classifier (SVC) to predict cell type given ATAC-seq expression profile.

Stroke Prediction with Neural Network Architectures

A simple Flask application for data preprocessing, visualization and classification

🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.

A web app for visualizing Binary Classification Results using Streamlit module in Python deployed on Heroku.

Interactive ML web application will allow users to choose classification algorithm, let them interactively set hyper-parameter values, and Input Image.

Training and Evaluation of two multi-label models. Applied on stack overflow question title to predict a set of tags

NLP and Sentiment Analysis

NTHU EE6550 Machine Learning slides and my code solutions for spring semester 2017.

trying to predict strength of future nba prospects based on past players