Hi ! My name is Della. I'm a soon-to-be MSc (Master of Science) this July - August. Currently I'm studying in National Taiwan University of Science and Technology, department of electrical enginnering. My field of study are deep learning, computer vision, image processing. I'm currently conducting a research in low-level vision (image restoration to be precise) using deep learning. I'm really passionate in this research, and also willing to improve myself as well as learning something new.
Before dwelling in my current research, previously I also worked on Natural Language Processing area (especially in Bahasa Indonesia since it's my native language) during my undergraduate's final project. At that time, I was doing a sentiment analysis regarding the local election.
Education
- (soon-to-be) M.Sc. in National Taiwan University of Science and Technology - 國立台灣科技大學 (2018 - 2020)
- Department of Electrical Engineering (電機工程系) - Multimedia Signal Processing Lab (MSPL)
- B.CS. in Universitas Sebelas Maret - Indonesia (2013 - 2017)
- Department of Informatics (Program Studi S1 Informatika)
Skills
- Programming
- Python (Primary programming language for deep learning)
- Tensorflow 1 & Tensorflow 2 Keras (Primary deep learning framework)
- Experienced with Tensorflow Lite (Android) & TF-TRT (integration with NVIDIA TensorRT)
- PyTorch (Experienced)
- R (Primary programming language for machine learning & data science)
- C, C++ (Experienced)
- Image Processing Libraries & Tools: OpenCV, PIL, Scikit Image
- Machine Learning Tools: Scikit Learn
- Java (Experienced)
- Javascript, PHP, HTML & CSS (Experienced)
- Android Programming: Android Studio (Java), Ionic (JS)
- Database: MySQL, Oracle
- PHP Framework: Laravel
- Familiar with Git (Github), virtual environment, Anaconda (both in Windows & Linux)
- Field of Study
- Image Processing & Computer Vision
- Digital Signal Processing
- Deep Learning
- Statistics, Machine Learning, & Data Science
- Natural Language Processing
- Specific Fields of Computer Vision & Deep Learning
- Image Restoration & Reconstruction (Current main topic of research)
- Image Translation
- Image Super Resolution
- Image Classfication
- Object Detection
- Other Skills
- Able to work using Linux and Windows environment
- Familiar with reproducible codes, python packages (PIP)
- Familiar with software development life cycle (SDLC)
- Language
- Bahasa Indonesia (Native language)
- English (Professional working proficiency)
- Mandarin (Basic knowledge, basic conversation)
Publication
- Twitter sentiment analysis of DKI Jakarta's gubernatorial election 2017 with predictive and descriptive approaches (2017 International Conference on Computer, Control, Informatics, and its Applications - IC3INA)
Personal Projects
These are the completed & current personal projects (including research). For further details, please go to Portfolio.
- Self-supervised image denoising
- ODBTC (Ordered Dithering Block Truncation Coding) reconstruction
- Halftoning & Block Truncation Coding (BTC) python package
- Twitter sentiment analysis of 2017 DKI Jakarta's gubernatorial election
Tutorials
These are some tutorials I've written to keep things I've learned (notebooks).
- Brief Introduction of Tensorflow 2 & Keras (in Bahasa Indonesia) - TF101
Paper Implementation
Under construction.
Current Interest
- Image restoration & reconstruction
- Low-level vision