ML, AI and DS projects

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

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📅 November 2021

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

📅 April 2019

Note: Top image was edited from the linguistics of schizophrenia

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

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📅 August 2019