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FurkanGozukara/README.md

Dr. Furkan Gözükara — SECourses. Research. Build. Teach. Making advanced AI practical.

Assistant Professor of Computer Engineering at Mersin University
Generative AI researcher, developer & educator · Founder of SECourses
Mersin, Türkiye

I turn AI research into practical tools, reproducible workflows, and detailed technical education.
From preparing a dataset to training a model — and explaining every step.

Watch tutorials — SECourses on YouTube Explore AI tools — guides and workflows Browse models — Hugging Face releases Join the community — SECourses Discord

Become a SECourses Patreon member Sponsor my work on GitHub

Statistics · Projects · 2026–2027 courses · Toolbox · Research · Connect

SECourses in numbers

YouTube subscribers: 53.9K (rounded by source); Total YouTube channel views: 5,407,136; Discord members: ≈ 12,023; Public GitHub repositories: 268; Stable-Diffusion hub stars: 2,781; Hugging Face model repositories: 88; Wan_GGUF downloads in the last month: 68,834; Published DEV posts: 236; University-listed academic articles: 11

Automatically refreshed daily · Last run: 28 Oct 2026 · 08:54 TRT · Refresh status / run now

Statistics sources, exact figures & last successful checks
Metric Public figure Last successful check (Türkiye) Status Source
YouTube subscribers 53.9K (rounded by source) 28 Oct 2026 · 08:54 TRT Updated Public source
Published YouTube videos 471 28 Oct 2026 · 08:54 TRT Updated Public source
Total YouTube channel views 5,407,136 28 Oct 2026 · 08:54 TRT Updated Public source
Discord members ≈ 12,023 28 Oct 2026 · 08:54 TRT Updated Public source
Public GitHub repositories 268 28 Oct 2026 · 08:54 TRT Updated Public source
GitHub followers 1,247 28 Oct 2026 · 08:54 TRT Updated Public source
Stable-Diffusion hub stars 2,781 28 Oct 2026 · 08:54 TRT Updated Public source
Stable-Diffusion hub forks 373 28 Oct 2026 · 08:54 TRT Updated Public source
Hugging Face model repositories 88 28 Oct 2026 · 08:54 TRT Updated Public source
Wan_GGUF downloads in the last month 68,834 28 Oct 2026 · 08:54 TRT Updated Public source
Published DEV posts 236 28 Oct 2026 · 08:54 TRT Updated Public source
University-listed academic articles 11 28 Oct 2026 · 08:54 TRT Updated Public source

YouTube subscriber counts are rounded by YouTube. Discord membership is approximate. Wan_GGUF downloads cover that model repository’s rolling monthly window. Academic articles are those listed in the university record.

The workflow fetches these public sources once every 24 hours, scheduled for 03:17 Türkiye time (00:17 UTC), and regenerates both dashboard layouts. A manual refresh is also available. GitHub scheduling and image caching can delay display; reloading the profile does not trigger a new upstream fetch. If a source fails, its last valid value and check time are retained. No service API keys are required.

Machine-readable statistics · Updater source · Refresh workflow

Live GitHub & model counters

GitHub followers Current public GitHub repository count Stable-Diffusion hub stars Stable-Diffusion hub forks Wan_GGUF model downloads in the last month

Code, contributions & consistency

Live GitHub statistics: stars, commits, pull requests, issues, and contributions Languages used across GitHub repositories

GitHub contribution totals, current streak, and longest streak

Cards refresh through external providers and can be cached. Language shares describe repository code, not proficiency.

Start here

What would you like to do? A good place to begin
Learn practical generative AI AI guides & workflows · SECourses videos
Prepare data and train models Image preparation → Captioning → Musubi training
Follow a structured course Generative AI · Software Engineering · Blender
Explore my academic work Publications & research materials · Google Scholar

Featured projects & tools

I build tools for the full workflow: set up → prepare data → train → generate → evaluate.

LEARN · EXPLORE

The SECourses knowledge base. Practical tutorials, installation guides, experiments, and resources for image, video, audio, training, and inference.

Explore the hub →

TRAIN · FINE-TUNE

Train image and video models. LoRA/DoRA, supported full fine-tuning, GPU presets, model downloads, and checkpoint evaluation in a practical training environment.

Explore training →

PREPARE · CLEAN

Build better training datasets. Batch crop and resize, segmentation and masking, face extraction, tiling, and duplicate cleanup.

Prepare images →

CAPTION · ORGANIZE

Turn images into useful descriptions. Batch captions, editable JSON prompts, Qwen vision and JoyCaption models, reusable presets, and multi-GPU options.

Explore captioning →

INSTALL · GENERATE

Get from installation to generation. Automated setup, curated image/video model downloads, and presets for Windows and cloud GPU environments.

View setup options →

RESEARCH · REPRODUCE

Explore the work behind the papers. Publications, theses, and supporting research materials spanning computer vision, optimization, record linkage, and more.

Browse research →

Access varies by project: public code and documentation are available in the linked repositories; some installers, bundles, and additional resources require a SECourses Patreon membership. See each project for its license and download options.

October 2026 update: Musubi Trainer v37 adds FLUX.3 Klein and MOSS-Image training, with new DoRA and checkpoint tools. Browse all repositories →

Learn with SECourses · 2026–2027

Structured courses with companion files, examples, and practical exercises. New materials are added as lectures are released.

Course What you can explore
Generative AI Tools & Techniques Local setup, ComfyUI workflows, image editing, composition control, and a roadmap into training and multimodal generation.
Software Engineering Interactive lecture decks and printable notes, with a worked example connecting requirements, design decisions, and reliable software.
Blender Build the Lumen Field Station through modeling, materials, and rendering, with project files and checkpoints for each released lecture.

Watch the lessons on YouTube →

My toolbox

AI & model engineering

Python PyTorch CUDA Hugging Face LoRA and DoRA GGUF quantization

Generation, development & deployment

ComfyUI SwarmUI C sharp dot NET SQL Server Git RunPod

I focus on reproducible workflows, efficient GPU use, useful datasets, and clear documentation.

Selected research

My research connects AI, computer vision, optimization, data mining, and databases. Recent publications include:

University profile · Google Scholar · ORCID · All research materials

Academic background, technical interests & earlier work

Academic background

Degree Institution Year
Ph.D. in Computer Engineering Çukurova University 2016
M.Sc. in Computer Engineering Mersin University 2012
B.Sc. in Computer Engineering Istanbul Technical University 2009

I am an Assistant Professor in the Department of Computer Engineering at Mersin University. Previous appointments include Istanbul Arel University (2023–2024) and Toros University (2018–2023).

Technical interests

  • Generative AI: image, video and audio workflows; vision-language models; LoRA and fine-tuning; captioning and dataset preparation.
  • Performance and reproducibility: PyTorch, CUDA, quantization, VRAM optimization, fair benchmarking, tested presets, and local/cloud GPU workflows.
  • Software development: Python, C#, .NET, ASP.NET Core MVC, SQL Server, web development, and automation.
  • Research: computer vision, NLP, optimization, record linkage, e-commerce data systems, sentiment analysis, and digital forensics.

Earlier publications

Games & teaching archive

I am the founder and solo developer of Monster MMORPG and PokemonPets, long-running browser games built around exploration, collecting, training, and battling.

Earlier resources: Software Engineering CSE307 (2020) · Sentiment Analysis · Background Replacement.

Connect & collaborate

I welcome academic, open-source, benchmarking, reproducibility, and educational collaborations.

YouTube · Discord · Hugging Face · LinkedIn · X

If my work helps you, star a repository, share a tutorial, or contribute a reproducible issue report. You can support ongoing development and education through Patreon or GitHub Sponsors.

All profiles, articles, models & community links
Find me on Links
Writing Medium · DEV Community · HackerNoon
Models & creative work Hugging Face · CivitAI · DeviantArt
Video YouTube · Rumble · BiliBili
Community Discord · r/SECourses · Reddit profile · Stack Overflow
Social LinkedIn · X · Mastodon · Instagram · Threads · TikTok · Facebook
Academic Mersin University · Google Scholar · ORCID · Web of Science
Support Patreon · GitHub Sponsors

Research carefully. Benchmark fairly. Document everything.
Make advanced technology accessible.

Pinned Loading

  1. Stable-Diffusion Stable-Diffusion Public

    FLUX, Stable Diffusion, SDXL, SD3, LoRA, Fine Tuning, DreamBooth, Training, Automatic1111, Forge WebUI, SwarmUI, DeepFake, TTS, Animation, Text To Video, Tutorials, Guides, Lectures, Courses, Comfy…

    Jupyter Notebook 2.8k 373

  2. SECourses_Musubi_Trainer SECourses_Musubi_Trainer Public

    Forked from bmaltais/musubi-tuner-gui

    SECourses Musubi Tuner - 1-Click to Install App for LoRA Training and Full Fine Tuning Qwen Image, Qwen Image Edit, Wan 2.1 and Wan 2.2 Models with Musubi Tuner with Ready Presets

    Python 13 2

  3. Software-Engineering-Full-Lecture-2026-2027-Fall Software-Engineering-Full-Lecture-2026-2027-Fall Public

    Software-Engineering-Full-Lecture-2026-2027-Fall

    JavaScript 2

  4. Research-Articles Research-Articles Public

  5. Ultimate_Image_Captioner_Pro Ultimate_Image_Captioner_Pro Public

    Ultimate Image Captioner Pro - Supports Qwen3-VL-8B-Instruct with full JSON captions + Joy Caption Pre Alpha, Alpha 1, Alpha 2, Beta 1 models with batch captioning and with optimizations, Int8, Int…

    Python

  6. Ultimate_Image_Processor_Pro Ultimate_Image_Processor_Pro Public

    Python