I am a researcher and lecturer at Institut Teknologi dan Bisnis STIKOM Bali for 6 years. I really love data analytics, and I have been concerned about machine learning and data analytics for the last 3 years. I have been involved in several research and development projects on machine learning and data analytics.
Current Projects:
1. Rainfall Forecast
This project forecast rainfall at International Airport I Gusti Ngurah Rai using three machine learning models which are, Deep Learning using Tensorflow and Gradient Boosted Tree using XGBoost and LightGBM. I also developed a web app using Streamlit framework that allow users experiment with the machine learning model. The project is part of Kedaireka project between Institut Teknologi dan Bisnis STIKOM Bali and Meteorology and Geophysics Agency Denpasar Region (Badan Meteorologi dan Geofisika – BMKG) funded by Ministry of Education, Culture, Research, and Technology (Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi) Republic of Indonesia.
2. Traditional Balinese Dance Video Classification
Research project to classify traditional Balinese dance video. This is a pilot project which only classify the dance basic movement. The project compared VGG16+LSTM model with I3D model.
3. Aksara Bali
Research project to classify Aksara Bali character from image using transfer learning and one-shot learning builds in Pytorch.