Hendra Bunyamin, S.Si., M.T.

2023

Analisis Model-Model Machine Learning Interpretable Pada Emotional Tweets Berbahasa Indonesia

Bina Insani ICT Journal

2023

Model Meta Ensemble dan Deep Learning untuk Prediksi Emiten LQ45

Jurnal Edukasi dan Penelitian Informatika (JEPIN)

2023

Masking Preprocessing in Transfer Learning for Damage Building Detection

IAES International Journal of Artificial Intelligence (IJ-AI)

2022

Breast Cancer Histopathological Image Classification using Progressive Resizing Approach

Proceedings of the 1st International Conference on Emerging Issues in Technology, Engineering and Science - ICE-TES

(download pdf) (dataset) (.bib)

2021

Utilizing Indonesian Universal Language Model Fine-tuning for Text Classification

Journal of Information Technology and Computer Science (JITeCS)

(download pdf) (dataset) (.bib)

2020

Classical and Deep Learning Time Series Prediction Techniques in the Case of Indonesian Economic Growth

The 5th International Conference on Information Technology and Digital Applications (ICITDA)

(download pdf) (source code) (slides) (video) (.bib)

2019

Topic Clustering and Classification on Final Project Reports: a Comparison of Traditional and Modern Approaches

IAENG International Journal of Computer Science, vol. 46, no. 3, pp 506-511, 2019

(download pdf) (source code) (.bib)

2018

Analisis Performa dan Pengembangan Sistem Deteksi Ras Anjing pada Gambar dengan Menggunakan Pre-Trained CNN Model

Jurnal Teknik Informatika dan Sistem Informasi Volume 4 Nomor 2 Agustus 2018

(download pdf) (source code) (.bib)

2018

The Relationship between Country Risk and Company Performance in Southeast Asia

Journal of Business & Retail Management Research Vol-12, Issue 3, April 2018

2018

Pemanfaatan Inverted Index pada Proses Penelusuran Kesamaan Isi File Dokumen pdf Tugas Akhir Mahasiswa

Seminar Nasional Teknologi Informasi dan Komunikasi (SENTIKA)

2017

Automatic Topic Clustering Using Latent Dirichlet Allocation with Skip-gram Model on Final Project Abstracts

The 21st International Computer Science and Engineering Conference (ICSEC)

2016

A Comparison of Retweet Prediction Approaches: The Superiority of Random Forest Learning Method

TELKOMNIKA (Telecommunication Computing Electronics and Control)

2013

Sentiment Classification Menggunakan Machine Learning: Metode Naive-Bayes dan Support Vector Machines (Studi Kasus: Movie Reviews imdb.com)

Seminar Teknologi Informasi dan Sistem Informasi (SETISI)

2008

Aplikasi Information Retrieval (IR) CATA dengan Metode Generalized Vector Space Model

Maranatha Informatics Journal

2005

Information Retrieval System dengan Metode Latent Semantic Indexing

Master Thesis at Bandung Institute of Technology

(download pdf) (download dataset) (.bib)

Courses

20 Juli 2022

IN035 Matematika Diskrit

Semester Antara 2021/2022

Kelas Matematika Diskrit yang diadakan pada Semester Antara 2021/2022.

(Youtube playlist)

8 September 2021

IN035 Matematika Diskrit

Semester Antara 2020/2021

Kelas Matematika Diskrit yang diadakan pada Semester Antara 2020/2021. Playlist ini terdiri dari 13 video. Sebagian besar materi diambil dari buku Susanna S. Epp (Discrete Mathematics with Applications 5th Edition) dan Kenneth Rosen (Discrete Mathematics and Its Applications 8th Edition)

(Youtube playlist)

12 April 2021

Interpretable Machine Learning: The Basics

My Talk at NUNI IT Online Seminar Phase #2

The session introduces supervised learning which emphasizes the four components of machine learning (dataset, model/hypothesis, cost function, and optimization algorithm). Furthermore, the session shows machine learning interpretability with a linear regression as a running example.

(slides & codes) (video)

17 November 2020

Interpretable Machine Learning

My Talk at Binus University for Global Learning System

I follow closely to what is presented by the online book “Interpretable Machine Learning” by Christoph Molnar. “Interpretable Machine Learning” is quite a good book. Thank you for writing this book Mr. Molnar!

(slides)

July 2020

IN046 Statistika

Semester Antara 2019/2020

The course follows closely to “Elementary Statistics” book by Ron Larson and Elizabeth Farber. Thank you so much Mr. Larson dan Ms. Farber for writing such a wonderful book!

(Youtube playlist)

List of MOOCs & Certificates

22 March 2024

Best Lecturer in Teaching (Semester Ganjil 2023/2024)

Provided by Faculty of Information Technology

(view certificate)