Rope, 75+ Stable Diffusion Tutorials, Automatic1111 Web UI and Google Colab Guides, NMKD GUI, RunPod, DreamBooth - LoRA & Textual Inversion Training, Model Injection, CivitAI & Hugging Face Custom Models, Txt2Img, Img2Img, Video To Animation, Batch Processing, AI Upscaling #6131
Replies: 9 comments 16 replies
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Thanks, I only lack the time to sit through endless commercials and padded video |
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thread updated with lots of new tutorials and hopefully even more awesome ones are coming |
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27.) Python Script - Jupyter Based - PC - Free |
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I want to see the formulas spelled out entirely. I love mathematical
harmony so having this deciphered makes my brain happy. I get a lot of it
on the ground level. Some of it confuses me, one passage suggests not to
use gradient accumulation, but then suggests to use it in another. I
understand what it does, but the flip flop is part of teh annoying. I do go
by the 3 4 5 multiples rule, whereas my data set is always a multiple of
that and setting my batch up to 5 for 512x so each epic can complete with
no remainder/blank space in a completed group. But then the paper starts
talking about intensity vs your learning rate, 5 being the highest all the
way down to 0.2 if i remember correctly, whereas 1 is the average mean.
Just trying to fully understand and grasp all these concepts so I can have
a more confident knowledge when using dreambooth.
I've had decent success with DB but sometimes I just don't understand why
my training does or does not work out. Thought using polynomial as my lr
scheduler was the trick, but now as I try new things it doesn't work out so
well. Going through the rough patch where xformers were bugged or something
in January muddied it up a bit too.
I have joined the Discord, just haven't spoken there yet. Sorry for the
long-winded response, definitely not just one exact question. Making sense
of the guy's findings and formulas is what I'm after. Understanding it in
it's entirety.
…On Tue, Apr 11, 2023 at 7:10 PM Furkan Gözükara ***@***.***> wrote:
Dang I have been checking bits and pieces of your videos forever, never
realized there was a place on here to communicate with you. I had several
questions and thoughts watching through some of your videos at one point,
I'll have to go back...
The main thing I am interested in atm, is deciphering this formula in it's
entirety. Due to attention span limitations, it's been hard for me to work
through the expressions that use the same variable but represents different
values. If you have a video on this or it interests you too that would be
neat.
d8ahazard/sd_dreambooth_extension#547
<d8ahazard/sd_dreambooth_extension#547>
hello. discord is much better than here.
what is your exact question?
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Love your guides, they helped me getting started. 1 question, well, two maybe: How do you know if you: Can you give some examples of the problems you see in either of the 4 cases, perhaps combined with some test images? thanks |
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I really love your work. I started using stable-diffusion-webui by watching your tutorials and I am learning much more about stable diffusion models. Thanks you so much for making your tutorials free. |
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Great work. Thanks for sharing. |
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Expert-Level Tutorials on Stable Diffusion & SDXL: Master Advanced Techniques and Strategies
Greetings everyone. I am Dr. Furkan Gözükara. I am an Assistant Professor in Software Engineering department of a private university (have PhD in Computer Engineering).
My LinkedIn : https://www.linkedin.com/in/furkangozukara
My Twitter : https://twitter.com/GozukaraFurkan
My Linktr : https://linktr.ee/FurkanGozukara
Our channel address (30,000+ subscribers) if you like to subscribe⤵️
https://www.youtube.com/@SECourses
Our discord (5,900+ members) to get more help⤵️
https://discord.com/servers/software-engineering-courses-secourses-772774097734074388
Our 1,400+ Stars GitHub Stable Diffusion and other tutorials repo⤵️
https://github.com/FurkanGozukara/Stable-Diffusion
I am keeping this list up-to-date. I got upcoming new awesome video ideas. Trying to find time to do that.
I am open to any criticism you have. I am constantly trying to improve the quality of my tutorial guide videos. Please leave comments with both your suggestions and what you would like to see in future videos.
All videos have manually fixed subtitles and properly prepared video chapters. You can watch with these perfect subtitles or look for the chapters you are interested in.
Since my profession is teaching, I usually do not skip any of the important parts. Therefore, you may find my videos a little bit longer.
Playlist link on YouTube: Stable Diffusion Tutorials, Automatic1111 Web UI & Google Colab Guides, DreamBooth, Textual Inversion / Embedding, LoRA, AI Upscaling, Video to Anime
Tutorial Videos
1.) Automatic1111 Web UI - PC - Free
How To Install Python, Setup Virtual Environment VENV, Set Default Python System Path & Install Git
2.) Automatic1111 Web UI - PC - Free
Easiest Way to Install & Run Stable Diffusion Web UI on PC by Using Open Source Automatic Installer
3.) Automatic1111 Web UI - PC - Free
How to use Stable Diffusion V2.1 and Different Models in the Web UI - SD 1.5 vs 2.1 vs Anything V3
4.) Automatic1111 Web UI - PC - Free
Zero To Hero Stable Diffusion DreamBooth Tutorial By Using Automatic1111 Web UI - Ultra Detailed
5.) Automatic1111 Web UI - PC - Free
DreamBooth Got Buffed - 22 January Update - Much Better Success Train Stable Diffusion Models Web UI
6.) Automatic1111 Web UI - PC - Free
How to Inject Your Trained Subject e.g. Your Face Into Any Custom Stable Diffusion Model By Web UI
7.) Automatic1111 Web UI - PC - Free
How To Do Stable Diffusion LORA Training By Using Web UI On Different Models - Tested SD 1.5, SD 2.1
8.) Automatic1111 Web UI - PC - Free
8 GB LoRA Training - Fix CUDA & xformers For DreamBooth and Textual Inversion in Automatic1111 SD UI
9.) Automatic1111 Web UI - PC - Free
How To Do Stable Diffusion Textual Inversion (TI) / Text Embeddings By Automatic1111 Web UI Tutorial
10.) Automatic1111 Web UI - PC - Free
How To Generate Stunning Epic Text By Stable Diffusion AI - No Photoshop - For Free - Depth-To-Image
11.) Python Code - Hugging Face Diffusers Script - PC - Free
How to Run and Convert Stable Diffusion Diffusers (.bin Weights) & Dreambooth Models to CKPT File
12.) NMKD Stable Diffusion GUI - Open Source - PC - Free
Forget Photoshop - How To Transform Images With Text Prompts using InstructPix2Pix Model in NMKD GUI
13.) Google Colab Free - Cloud - No PC Is Required
Transform Your Selfie into a Stunning AI Avatar with Stable Diffusion - Better than Lensa for Free
14.) Google Colab Free - Cloud - No PC Is Required
Stable Diffusion Google Colab, Continue, Directory, Transfer, Clone, Custom Models, CKPT SafeTensors
15.) Automatic1111 Web UI - PC - Free
Become A Stable Diffusion Prompt Master By Using DAAM - Attention Heatmap For Each Used Token - Word
16.) Python Script - Gradio Based - ControlNet - PC - Free
Transform Your Sketches into Masterpieces with Stable Diffusion ControlNet AI - How To Use Tutorial
17.) Automatic1111 Web UI - PC - Free
Sketches into Epic Art with 1 Click: A Guide to Stable Diffusion ControlNet in Automatic1111 Web UI
18.) RunPod - Automatic1111 Web UI - Cloud - Paid - No PC Is Required
Ultimate RunPod Tutorial For Stable Diffusion - Automatic1111 - Data Transfers, Extensions, CivitAI
19.) RunPod - Automatic1111 Web UI - Cloud - Paid - No PC Is Required
How To Install DreamBooth & Automatic1111 On RunPod & Latest Libraries - 2x Speed Up - cudDNN - CUDA
20.) Automatic1111 Web UI - PC - Free
Fantastic New ControlNet OpenPose Editor Extension & Image Mixing - Stable Diffusion Web UI Tutorial
21.) Automatic1111 Web UI - PC - Free
Automatic1111 Stable Diffusion DreamBooth Guide: Optimal Classification Images Count Comparison Test
22.) Automatic1111 Web UI - PC - Free
Epic Web UI DreamBooth Update - New Best Settings - 10 Stable Diffusion Training Compared on RunPods
23.) Automatic1111 Web UI - PC - Free
New Style Transfer Extension, ControlNet of Automatic1111 Stable Diffusion T2I-Adapter Color Control
24.) Automatic1111 Web UI - PC - Free
Generate Text Arts & Fantastic Logos By Using ControlNet Stable Diffusion Web UI For Free Tutorial
25.) Automatic1111 Web UI - PC - Free
How To Install New DREAMBOOTH & Torch 2 On Automatic1111 Web UI PC For Epic Performance Gains Guide
26.) Automatic1111 Web UI - PC - Free
Training Midjourney Level Style And Yourself Into The SD 1.5 Model via DreamBooth Stable Diffusion
27.) Automatic1111 Web UI - PC - Free
Video To Anime - Generate An EPIC Animation From Your Phone Recording By Using Stable Diffusion AI
28.) Python Script - Jupyter Based - PC - Free
Midjourney Level NEW Open Source Kandinsky 2.1 Beats Stable Diffusion - Installation And Usage Guide
29.) Automatic1111 Web UI - PC - Free
RTX 3090 vs RTX 3060 Ultimate Showdown for Stable Diffusion, ML, AI & Video Rendering Performance
30.) Kohya Web UI - Automatic1111 Web UI - PC - Free
Generate Studio Quality Realistic Photos By Kohya LoRA Stable Diffusion Training - Full Tutorial
31.) Kaggle NoteBook (Cloud) - Free
DeepFloyd IF By Stability AI - Is It Stable Diffusion XL or Version 3? We Review and Show How To Use
32.) Python Script - Automatic1111 Web UI - PC - Free
How To Find Best Stable Diffusion Generated Images By Using DeepFace AI - DreamBooth / LoRA Training
33.) PC - Google Colab (Cloud) - Free
Mind-Blowing Deepfake Tutorial: Turn Anyone into Your Favorite Movie Star! PC & Google Colab - roop
34.) Automatic1111 Web UI - PC - Free
Stable Diffusion Now Has The Photoshop Generative Fill Feature With ControlNet Extension - Tutorial
35.) Automatic1111 Web UI - PC - Free
Human Cropping Script & 4K+ Resolution Class / Reg Images For Stable Diffusion DreamBooth / LoRA
36.) Automatic1111 Web UI - PC - Free
Stable Diffusion 2 NEW Image Post Processing Scripts And Best Class / Regularization Images Datasets
37.) Automatic1111 Web UI - PC - Free
How To Use Roop DeepFake On RunPod Step By Step Tutorial With Custom Made Auto Installer Script
38.) RunPod - Automatic1111 Web UI - Cloud - Paid - No PC Is Required
How To Install DreamBooth & Automatic1111 On RunPod & Latest Libraries - 2x Speed Up - cudDNN - CUDA
39.) Automatic1111 Web UI - PC - Free + RunPod (Cloud)
Zero to Hero ControlNet Tutorial: Stable Diffusion Web UI Extension | Complete Feature Guide
40.) Automatic1111 Web UI - PC - Free + RunPod (Cloud)
The END of Photography - Use AI to Make Your Own Studio Photos, FREE Via DreamBooth Training
41.) Google Colab - Gradio - Free - Cloud
How To Use Stable Diffusion XL (SDXL 0.9) On Google Colab For Free
42.) Local - PC - Free - Gradio
Stable Diffusion XL (SDXL) Locally On Your PC - 8GB VRAM - Easy Tutorial With Automatic Installer
43.) Cloud - RunPod
How To Use SDXL On RunPod Tutorial. Auto Installer & Refiner & Amazing Native Diffusers Based Gradio
44.) Local - PC - Free - Google Colab (Cloud) - RunPod (Cloud) - Custom Web UI
ComfyUI Master Tutorial - Stable Diffusion XL (SDXL) - Install On PC, Google Colab (Free) & RunPod
45.) Local - PC - Free - RunPod (Cloud)
First Ever SDXL Training With Kohya LoRA - Stable Diffusion XL Training Will Replace Older Models
46.) Local - PC - Free
How To Use SDXL in Automatic1111 Web UI - SD Web UI vs ComfyUI - Easy Local Install Tutorial / Guide
47.) Cloud - RunPod - Paid
How to use Stable Diffusion X-Large (SDXL) with Automatic1111 Web UI on RunPod - Easy Tutorial
48.) Local - PC - Free
Become A Master Of SDXL Training With Kohya SS LoRAs - Combine Power Of Automatic1111 & SDXL LoRAs
49.) Cloud - RunPod - Paid
How To Do SDXL LoRA Training On RunPod With Kohya SS GUI Trainer & Use LoRAs With Automatic1111 UI
50.) Cloud - Kaggle - Free
How to Do SDXL Training For FREE with Kohya LoRA - Kaggle - NO GPU Required - Pwns Google Colab
51.) Cloud - Kaggle - Free
How Use Stable Diffusion, SDXL, ControlNet, LoRAs For FREE Without A GPU On Kaggle Like Google Colab
52.) Windows - Free
Turn Videos Into Animation With Just 1 Click - ReRender A Video Tutorial - Installer For Windows
53.) RunPod - Cloud - Paid
Turn Videos Into Animation / 3D Just 1 Click - ReRender A Video Tutorial - Installer For RunPod
54.) Local - PC - Free
Double Your Stable Diffusion Inference Speed with RTX Acceleration TensorRT: A Comprehensive Guide
55.) RunPod - Cloud - Paid
How to Install & Run TensorRT on RunPod, Unix, Linux for 2x Faster Stable Diffusion Inference Speed
56.) Local - PC - Free
SOTA Image PreProcessing Scripts For Stable Diffusion Training - Auto Subject Crop & Face Focus
57.) Local - PC - Free
Fooocus Stable Diffusion Web UI - Use SDXL Like You Are Using Midjourney - Easy To Use High Quality
58.) Cloud - Kaggle (Cloud) - Free
How To Do Stable Diffusion XL (SDXL) DreamBooth Training For Free - Utilizing Kaggle - Easy Tutorial
59.) Free - Local - RunPod (Cloud)
PIXART-α : First Open Source Rival to Midjourney - Better Than Stable Diffusion SDXL - Full Tutorial
60.) Free - Local - PC
Essential AI Tools and Libraries: A Guide to Python, Git, C++ Compile Tools, FFmpeg, CUDA, PyTorch
61.) Free - Local - PC & RunPod (Cloud)
MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Model - Full Tutorial
62.) Free - Local - PC - RunPod (Cloud) - Kaggle (Cloud)
Instantly Transfer Face By Using IP-Adapter-FaceID: Full Tutorial & GUI For Windows, RunPod & Kaggle
63.) Free - Local - PC - RunPod (Cloud) - Kaggle (Cloud)
Detailed Comparison of 160+ Best Stable Diffusion 1.5 Custom Models & 1 Click Script to Download All
64.) Free - Local - PC - RunPod (Cloud)
SUPIR: New SOTA Open Source Image Upscaler & Enhancer Model Better Than Magnific & Topaz AI Tutorial
65.) Free - Local - PC - Massed Compute (Cloud)
Full Stable Diffusion SD & XL Fine Tuning Tutorial With OneTrainer On Windows & Cloud - Zero To Hero
66.) Free - Local - PC - Cloud - Extension
Improve Stable Diffusion Prompt Following & Image Quality Significantly With Incantations Extension
67.) Free - Local - PC
Complete Guide to SUPIR Enhancing and Upscaling Images Like in Sci-Fi Movies on Your PC
68.) Free - Local - PC
IDM-VTON: The Most Amazing Virtual Clothing Try On Application - Open Source - 1 Click Install & Use
69.) Free & Paid - Cloud - RunPod - Massed Compute - Kaggle
IDM-VTON: The Most Amazing Virtual Clothing Try On Application - RunPod - Massed Compute - Kaggle
70.) Free - Local - PC
Stable Cascade Full Tutorial for Windows - Predecessor of SD3 - 1-Click Install Amazing Gradio APP
71.) Free & Paid - Cloud - RunPod - Massed Compute - Kaggle
Stable Cascade Full Tutorial for Cloud - Predecessor of SD3 - Massed Compute, RunPod & Kaggle
72.) Free All Platforms
How to Download (wget) Models from CivitAI & Hugging Face (HF) & upload into HF including privates
72.) Free All Platforms
How to Download (wget) Models from CivitAI & Hugging Face (HF) & upload into HF including privates
73.) Free All Platforms
Testing Stable Diffusion Inference Performance with Latest NVIDIA Driver including TensorRT ONNX
74.) Free - Local - PC
Mind-Blowing Deepfake Tutorial: Turn Anyone into Your Fav Movie Star! Better than Roop & Face Fusion
75.) Massed Compute (Cloud)
Best Deepfake Open Source App ROPE - So Easy To Use Full HD Feceswap DeepFace, No GPU Required Cloud
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