Machine Learning
Predictive, adaptive, and robust models for structured and unstructured data.
We study learning systems, pattern discovery, language, vision, and decision support. Our work connects rigorous methods with problems that matter.
We connect algorithms, data, and responsible deployment with questions that have scientific and practical value.
Predictive, adaptive, and robust models for structured and unstructured data.
Patterns, relationships, and insights that support better understanding.
Text, images, and multimodal data for real-world analysis.
Explainability, validation, and human oversight in applied intelligent systems.
Machine learning for environmental, geographic, and public-sector challenges.
Evidence that helps people assess risk, set priorities, and act with confidence.
Selected projects show how MLKD connects technical work with environmental, social, and institutional needs.

Kampar Karhutla Watch is a data-driven system developed to support early monitoring and mitigation of forest and land fires in Kampar Regency. Funded by Universitas Riau through the 2026 DIPA research program, the project is being developed in partnership with BPBD Kampar.

Kampar Fuel Intelligence is a data-driven system that estimates queue potential at fuel stations in Kampar Regency based on traffic conditions around each location. It provides risk levels, station rankings, and map-based recommendations to help users identify more suitable refuelling locations.

Peta Dakwah Cerdas (PDC) is an intelligent mapping system developed to support preacher assignments and the preparation of relevant da’wah content. It connects mosque locations, preacher profiles, local social issues, and weather information to help plan more targeted da’wah activities.
Sebanyak 28 titik panas terpantau di Kampar melalui teknologi multi-satelit NASA FIRMS dan Himawari-9, dengan Domo menjadi salah satu lokasi prioritas.
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Akademisi UNRI menjadi narasumber Pelatihan Dasbor Green Policing Presisi Polda Riau untuk mendukung pengambilan keputusan berbasis data, mitigasi bencana dan menjaga lingkungan.
Jurusan Ilmu Komputer FMIPA Universitas Riau menyambut mahasiswa baru melalui kegiatan PKKMB yang berisi arahan akademik, pengenalan dosen dan kuis seputar akademik kampus
KJFD MLKD memperkuat Kampar Karhutla Watch dengan integrasi data satelit Himawari-9 untuk melengkapi pemantauan hotspot dari NASA bersama BPBD Kabupaten Kampar.
MLKD brings together faculty, students, and partners around well-defined questions, shared research practices, and useful outcomes.