CFO-RetinaNet: Convolutional Feature Optimization
FeaturedConvolutional Feature Optimization for Oil Palm Ripeness Assessment in Precision Agriculture, utilizing RetinaNet architectures for computer vision-based quality grading.
Hello, I'm
Informatics Engineer | IT Infrastructure & Automation
Versatile Informatics Engineering graduate from Universitas Mercu Buana specializing in IT infrastructure, network optimization, computer vision research, and AI-driven automation.
I'm a versatile Informatics Engineering graduate from Universitas Mercu Buana (GPA 3.90/4.00) with proven expertise in IT infrastructure, system automation, and cross-platform integrations. I am proficient in scripting workflows using Python (BERT-NLP, computer vision) and PowerShell, managing relational databases, and configuring self-hosted platforms like ZoneMinder.
Beyond IT support, I run an advanced self-hosted homelab stack including Proxmox VE virtualization, Docker Compose, HAProxy routing, Tailscale networking, and Cloudflare Tunnels. My engineering philosophy is built around data ownership, automating repetitive tasks, and robust, self-hosted service architecture.
Managed workstations, DVR systems, and access management across multiple OS.
Optimized hospital network systems and automated compliance audits.
Resolved hardware/software incidents and automated compliance purging.
Convolutional Feature Optimization for Oil Palm Ripeness Assessment in Precision Agriculture, utilizing RetinaNet architectures for computer vision-based quality grading.
Developed an end-to-end computer vision pipeline using fine-tuned CNN architectures (ResNet50 and EfficientNet) for automatic detection and classification of brain tumors from MRI brain scans.
Production-grade self-hosted homelab on Proxmox VE 8.x with VLAN-segmented MikroTik networking. Runs 15+ Docker Compose stacks (Jellyfin, Immich, Authentik SSO, Homepage, ArrSuite) on a dedicated Ubuntu VM managed by Portainer EE. HAProxy with Let's Encrypt DNS-01 terminates SSL for all services. Cloudflare Tunnel provides zero-port-forwarding public ingress. A Ugreen NAS DH2300 (Debian 12) provides NFS storage. Tailscale VPN enables secure remote administration.
Hover or tap on a node to trace the secure, zero-trust network data flow.
Click on the diagram nodes to inspect details
Learn about the role of each device in this self-hosted homelab infrastructure.
A practical guide to running your own self-hosted services using Docker Compose, with real-world config examples from my homelab running Jellyfin, Homepage, Watchtower, and more on a Proxmox VM.
Read More →How I built a production-grade homelab using Proxmox VE, covering VM and LXC setup, NFS storage, VLAN segmentation, Cloudflare Tunnel, and remote access via Tailscale.
Read More →Have a project in mind or just want to say hi? Fill out the form below and I'll get back to you.