ML, AI and DS projects

Page Last Updated

19 January 2025

Search Result

Twitter Analytics Dashboard

Real-Time Indonesian Tweets Sentiment Analytics Dashboard with Social Network Analysis, Word Cloud and Sentiment Analysis features. Implemented an optimized Stochastic Gradient Descent Classifier achieving 77.02% classification accuracy.

Tech Stack: Python, HTML, Flask, scikit-learn
📅 Nov 2021
Earlier Diagnosis 3D Convex Hull Classifier

Schizophrenia Early Detection Prototype

Pyschosis prediction on clinical high-risk teenager group using Latent Semantic Analysis and Part-of-Speech Tagging. Manually implemented a 3D Convex Hull Classifier based on medical paper achieving 95.36% mean classification accuracy.

Tech Stack: Python, MATLAB, scikit-learn, scipy
📅 Apr 2019

Note: Top image was edited from the linguistics of schizophrenia
Hymenoptera Architecture Hymenoptera Predictions

Hymenoptera Classification

Internship project to learn PyTorch. Trained a model to classify ants and bees with Transfer Learning from ResNet-18 achieving best train accuracy of 89.75% and best validation accuracy of 96.08%.

Tech Stack: Python, PyTorch
📅 Jul 2019
Longitude Smoothing Latitude Smoothing

Quadcopter Flight Path Identification

Project for IT Today IPB 2019 Data Science Competition, hosted in Kaggle. Implemented a Regression Chain achieving 0.00317 mean haversine distance.

Tech Stack: Python, scikit-learn
📅 Aug 2019