Gianatmaja
Technology consultant specialising in data science & machine learning
Nanyang Technological UniversitySingapore
Pinned Repositories
Early-Fault-Detection-System
A proof-of-concept for the implementation of an early fault detection system in oil wells, designed to enhance operational efficiency and reduce costs.
Emergency-Messages-Data-Analytics-Platform
End-to-end pipeline that stores, analyses and classifies the categories of emergency messages.
FastAPI-Cloud-App-for-Income-Prediction
A classification model on publicly available Census Bureau data, deployed using FastAPI & Render, with CI/CD incorporated using GitHub Actions.
Global-Warming-Dashboard
An informative dashboard on global warming, made using R's ggplot2, plotly, and flexdashboard.
Life-Insurance-Premium-Calculator
Life insurance cost of coverage calculator web application using R's shiny
ML-Pipeline-for-Rental-Prices-Prediction
A reusable ML pipeline that is used to predict short-term rental prices in NYC, based on the property-related features.
Udacity-Data-Engineering-Nanodegree
This repository contains the projects I completed in the Udacity Data Engineering Nanodegree.
WhizML
A reusable codebase for fast data science and machine learning experimentation, integrating various open-source tools to support automatic EDA, ML models experimentation and tracking, model inference, model explainability, bias, and data drift analysis.
WhizML-CVD_Analysis
An application of the WhizML codebase for an analysis of cardiovascular disease risk.
WhizML-Walmart_Sales
An application of the WhizML codebase for an analysis of Walmart weekly sales.
Gianatmaja's Repositories
Gianatmaja/Life-Insurance-Premium-Calculator
Life insurance cost of coverage calculator web application using R's shiny
Gianatmaja/Early-Fault-Detection-System
A proof-of-concept for the implementation of an early fault detection system in oil wells, designed to enhance operational efficiency and reduce costs.
Gianatmaja/Emergency-Messages-Data-Analytics-Platform
End-to-end pipeline that stores, analyses and classifies the categories of emergency messages.
Gianatmaja/FastAPI-Cloud-App-for-Income-Prediction
A classification model on publicly available Census Bureau data, deployed using FastAPI & Render, with CI/CD incorporated using GitHub Actions.
Gianatmaja/Global-Warming-Dashboard
An informative dashboard on global warming, made using R's ggplot2, plotly, and flexdashboard.
Gianatmaja/WhizML
A reusable codebase for fast data science and machine learning experimentation, integrating various open-source tools to support automatic EDA, ML models experimentation and tracking, model inference, model explainability, bias, and data drift analysis.
Gianatmaja/WhizML-CVD_Analysis
An application of the WhizML codebase for an analysis of cardiovascular disease risk.
Gianatmaja/WhizML-Walmart_Sales
An application of the WhizML codebase for an analysis of Walmart weekly sales.
Gianatmaja/Applied-Data-Science-with-Python-Specialisation
My project portfolio for the Applied Data Science with Python Specialisation in Coursera.
Gianatmaja/Customer-Churn
Using machine learning to predict customer churn.
Gianatmaja/Customer-Segmentation-on-Home-Loans
An analysis on a home loan customer base to identify groups leading to good and bad rates. Language: Python
Gianatmaja/Language-Modelling-Keras
This project involves language modelling in Keras, including training models to predict the next word in a sentence, computing sentence likelihood as well as similarity between words.
Gianatmaja/ML-Pipeline-for-Rental-Prices-Prediction
A reusable ML pipeline that is used to predict short-term rental prices in NYC, based on the property-related features.
Gianatmaja/Reviews-Classifier
This project involves feature representation of text data, implementation of perceptron algorithm, as well as gradient descent in Python.
Gianatmaja/Udacity-Data-Engineering-Nanodegree
This repository contains the projects I completed in the Udacity Data Engineering Nanodegree.
Gianatmaja/Udacity-Deep-Learning-Nanodegree
This repository contains the projects I completed in the Udacity Deep Learning Nanodegree.
Gianatmaja/Digital-Divide-Dashboard
A Tableau dashboard that explores the global digital divide, diving specifically into inclusive internet access around the world, its contributing factors, and events associated with high and low internet inclusiveness.
Gianatmaja/Gianatmaja
GitHub Profile README
Gianatmaja/ML-Monitoring-for-Attrition-Risk-Assessment-System
An ML monitoring framework, applied to an attrition risk assessment system.
Gianatmaja/NGram-Word-Predictor
Web application to predict the next most likely word.
Gianatmaja/Statistical-Modelling-in-R
Projects related to statistical modelling in R