Update README.md

README.md

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 # Expert-Level Tutorials on Stable Diffusion: 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 professional programming skill is unfortunately C# not Python :) 
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 Playlist link on YouTube: [**Stable Diffusion Tutorials, Automatic1111 Web UI & Google Colab Guides, DreamBooth, Textual Inversion / Embedding, LoRA, AI Upscaling, Video to Anime**](https://www.youtube.com/watch?v=mnCY8uM7E50&list=PL_pbwdIyffsmclLl0O144nQRnezKlNdx3)
 
 1.) Automatic1111 Web UI - PC - Free
+
 [**How To Install Python, Setup Virtual Environment VENV, Set Default Python System Path & Install Git**](https://youtu.be/B5U7LJOvH6g)
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 [![image](https://user-images.githubusercontent.com/19240467/235155922-c9ebf609-e1d3-4bbf-8f00-bc181fa4a10b.png)](https://youtu.be/B5U7LJOvH6g)
 
 2.) Automatic1111 Web UI - PC - Free
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 [**Easiest Way to Install & Run Stable Diffusion Web UI on PC by Using Open Source Automatic Installer**](https://www.youtube.com/watch?v=AZg6vzWHOTA)
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 [![image](https://user-images.githubusercontent.com/19240467/218344261-aa236e18-152f-4287-b4fd-fa09c8f57a3f.png)](https://www.youtube.com/watch?v=AZg6vzWHOTA)
 
 3.) Automatic1111 Web UI - PC - Free
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 [**How to use Stable Diffusion V2.1 and Different Models in the Web UI - SD 1.5 vs 2.1 vs Anything V3**](https://www.youtube.com/watch?v=aAyvsX-EpG4)
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 [![image](https://user-images.githubusercontent.com/19240467/218344276-af8f2fa2-4fdb-4454-9c8f-bd3ef4d2c92a.png)](https://www.youtube.com/watch?v=aAyvsX-EpG4)
 
 4.) Automatic1111 Web UI - PC - Free
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 [**Zero To Hero Stable Diffusion DreamBooth Tutorial By Using Automatic1111 Web UI - Ultra Detailed**](https://www.youtube.com/watch?v=Bdl-jWR3Ukc)
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 [![image](https://user-images.githubusercontent.com/19240467/218344301-04f91cf4-fa35-4975-8c3d-9951c765839a.png)](https://www.youtube.com/watch?v=Bdl-jWR3Ukc)
 
 5.) Automatic1111 Web UI - PC - Free
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 [**DreamBooth Got Buffed - 22 January Update - Much Better Success Train Stable Diffusion Models Web UI**](https://www.youtube.com/watch?v=KwxNcGhHuLY)
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 [![image](https://user-images.githubusercontent.com/19240467/218344369-97b68dd7-732d-4ca3-9acc-a87984ebe0f0.png)](https://www.youtube.com/watch?v=KwxNcGhHuLY)
 
 6.) Automatic1111 Web UI - PC - Free
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 [**How to Inject Your Trained Subject e.g. Your Face Into Any Custom Stable Diffusion Model By Web UI**](https://www.youtube.com/watch?v=s25hcW4zq4M)
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 [![image](https://user-images.githubusercontent.com/19240467/218344509-01d70965-aeea-4096-bc29-7a005b4d47a6.png)](https://www.youtube.com/watch?v=s25hcW4zq4M)
  
 7.) Automatic1111 Web UI - PC - Free
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 [**How To Do Stable Diffusion LORA Training By Using Web UI On Different Models - Tested SD 1.5, SD 2.1**](https://www.youtube.com/watch?v=mfaqqL5yOO4)
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 [![image](https://user-images.githubusercontent.com/19240467/218344459-bd4554b0-b57b-4079-aaea-ed93d8be95ed.png)](https://www.youtube.com/watch?v=mfaqqL5yOO4)
 
 8.) Automatic1111 Web UI - PC - Free
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 [**8 GB LoRA Training - Fix CUDA & xformers For DreamBooth and Textual Inversion in Automatic1111 SD UI**](https://www.youtube.com/watch?v=O01BrQwOd-Q)
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 [![image](https://user-images.githubusercontent.com/19240467/218344491-52ac51d8-6556-4abc-b2fb-d640a46c48a2.png)](https://www.youtube.com/watch?v=O01BrQwOd-Q)
 
 9.) Automatic1111 Web UI - PC - Free
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 [**How To Do Stable Diffusion Textual Inversion (TI) / Text Embeddings By Automatic1111 Web UI Tutorial**](https://www.youtube.com/watch?v=dNOpWt-epdQ)
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 [![image](https://user-images.githubusercontent.com/19240467/218344538-d5f0329d-b0e9-44ed-aaf0-5e4bb134afb7.png)](https://www.youtube.com/watch?v=dNOpWt-epdQ)
 
 10.) Automatic1111 Web UI - PC - Free
+
 [**How To Generate Stunning Epic Text By Stable Diffusion AI - No Photoshop - For Free - Depth-To-Image**](https://www.youtube.com/watch?v=TBq1bhY8BOc)
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 [![image](https://user-images.githubusercontent.com/19240467/218344579-fda1e9b8-a810-48af-9dcb-f47e87afee9e.png)](https://www.youtube.com/watch?v=TBq1bhY8BOc)
 
 11.) Python Code - Hugging Face Diffusers Script - PC - Free
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 [**How to Run and Convert Stable Diffusion Diffusers (.bin Weights) & Dreambooth Models to CKPT File**](https://www.youtube.com/watch?v=-6CA18MS0pY)
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 [![image](https://user-images.githubusercontent.com/19240467/218344677-3f812cf3-db37-4ccb-8f81-99b8a1d5ef00.png)](https://www.youtube.com/watch?v=-6CA18MS0pY)
 
 12.) NMKD Stable Diffusion GUI - Open Source - PC - Free
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 [**Forget Photoshop - How To Transform Images With Text Prompts using InstructPix2Pix Model in NMKD GUI**](https://www.youtube.com/watch?v=EPRa8EZl9Os)
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 [![image](https://user-images.githubusercontent.com/19240467/218344868-3232f875-b2c5-4caa-b59b-9d0fd683c06b.png)](https://www.youtube.com/watch?v=EPRa8EZl9Os)
 
 13.) Google Colab Free - Cloud - No PC Is Required
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 [**Transform Your Selfie into a Stunning AI Avatar with Stable Diffusion - Better than Lensa for Free**](https://www.youtube.com/watch?v=mnCY8uM7E50)
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 [![image](https://user-images.githubusercontent.com/19240467/218344900-286cded5-0171-4b9e-9354-7adf4bada612.png)](https://www.youtube.com/watch?v=mnCY8uM7E50)
 
 14.) Google Colab Free - Cloud - No PC Is Required
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 [**Stable Diffusion Google Colab, Continue, Directory, Transfer, Clone, Custom Models, CKPT SafeTensors**](https://www.youtube.com/watch?v=kIyqAdd_i10)
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 [![image](https://user-images.githubusercontent.com/19240467/218344930-95956805-6a6e-46ee-8885-64043246d79b.png)](https://www.youtube.com/watch?v=kIyqAdd_i10)
 
 15.) Automatic1111 Web UI - PC - Free
+
 [**Become A Stable Diffusion Prompt Master By Using DAAM - Attention Heatmap For Each Used Token - Word**](https://www.youtube.com/watch?v=XiKyEKJrTLQ)
+
 [![image](https://user-images.githubusercontent.com/19240467/218345146-54076e5d-230a-4774-8d6a-8358cbd15f78.png)](https://www.youtube.com/watch?v=XiKyEKJrTLQ)
 
 16.) Python Script - Gradio Based - ControlNet - PC - Free
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 [**Transform Your Sketches into Masterpieces with Stable Diffusion ControlNet AI - How To Use Tutorial**](https://www.youtube.com/watch?v=YJebdQ30UZQ)
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 [![image](https://user-images.githubusercontent.com/19240467/218345328-ada437bf-5eb4-478e-a951-84486a42995d.png)](https://www.youtube.com/watch?v=YJebdQ30UZQ)
 
 17.) Automatic1111 Web UI - PC - Free
+
 [**Sketches into Epic Art with 1 Click: A Guide to Stable Diffusion ControlNet in Automatic1111 Web UI**](https://www.youtube.com/watch?v=vhqqmkTBMlU) 
+
 [![image](https://user-images.githubusercontent.com/19240467/218806127-c84d1ff8-d5bb-41b0-bdef-6922568792b9.png)](https://www.youtube.com/watch?v=vhqqmkTBMlU)
 
 18.) RunPod - Automatic1111 Web UI - Cloud - Paid - No PC Is Required
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 [**Ultimate RunPod Tutorial For Stable Diffusion - Automatic1111 - Data Transfers, Extensions, CivitAI**](https://www.youtube.com/watch?v=QN1vdGhjcRc) 
+
 [![image](https://user-images.githubusercontent.com/19240467/219958249-82ecb925-901b-4f87-b776-f592b0f5eaad.png)](https://www.youtube.com/watch?v=QN1vdGhjcRc)
 
 19.) RunPod - Automatic1111 Web UI - Cloud - Paid - No PC Is Required
+
 [**RunPod Fix For DreamBooth & xFormers - How To Use Automatic1111 Web UI Stable Diffusion on RunPod**](https://www.youtube.com/watch?v=zA4LksIVas8)
+
 [![image](https://user-images.githubusercontent.com/19240467/228829128-e32d2900-0162-4de7-ba78-887b9083b090.png)](https://www.youtube.com/watch?v=zA4LksIVas8)
 
 20.) Automatic1111 Web UI - PC - Free
+
 [**Fantastic New ControlNet OpenPose Editor Extension & Image Mixing - Stable Diffusion Web UI Tutorial**](https://youtu.be/iFRdrRyAQdQ) 
+
 [![image](https://user-images.githubusercontent.com/19240467/220776337-3abce5a3-bb17-4240-8400-4e633562ecc8.png)](https://youtu.be/iFRdrRyAQdQ)
 
 21.) Automatic1111 Web UI - PC - Free
+
 [**Automatic1111 Stable Diffusion DreamBooth Guide: Optimal Classification Images Count Comparison Test**](https://youtu.be/Tb4IYIYm4os) 
+
 [![image](https://user-images.githubusercontent.com/19240467/221384116-e42d6f37-a068-4a2a-9bda-11ac47f33faa.png)](https://youtu.be/Tb4IYIYm4os)
 
 22.) Automatic1111 Web UI - PC - Free
+
 [**Epic Web UI DreamBooth Update - New Best Settings - 10 Stable Diffusion Training Compared on RunPods**](https://youtu.be/sRdtVanSRl4) 
+
 [![image](https://user-images.githubusercontent.com/19240467/222991604-ceed12bc-0bc9-4f16-82fe-e6779132e00c.png)](https://youtu.be/sRdtVanSRl4)
 
 23.) Automatic1111 Web UI - PC - Free
+
 [**New Style Transfer Extension, ControlNet of Automatic1111 Stable Diffusion T2I-Adapter Color Control**](https://youtu.be/tXaQAkOgezQ)
+
 [![image](https://user-images.githubusercontent.com/19240467/223283277-eaaf6e53-df43-40ac-8096-c08f9a14cc8d.png)](https://youtu.be/tXaQAkOgezQ)
 
 24.) Automatic1111 Web UI - PC - Free
+
 [**Generate Text Arts & Fantastic Logos By Using ControlNet Stable Diffusion Web UI For Free Tutorial**](https://youtu.be/C_mJI4U23nQ)
+
 [![image](https://user-images.githubusercontent.com/19240467/224442765-ba241f71-b412-4f5b-bf39-506e9682e336.png)](https://youtu.be/C_mJI4U23nQ)
 
 25.) Automatic1111 Web UI - PC - Free
+
 [**How To Install New DREAMBOOTH & Torch 2 On Automatic1111 Web UI PC For Epic Performance Gains Guide**](https://youtu.be/pom3nQejaTs)
+
 [![image](https://user-images.githubusercontent.com/19240467/226115542-72db7e7e-cee0-4e3a-82c4-12348e2b237e.png)](https://youtu.be/pom3nQejaTs)
 
 26.) Automatic1111 Web UI - PC - Free
+
 [**Training Midjourney Level Style And Yourself Into The SD 1.5 Model via DreamBooth Stable Diffusion**](https://youtu.be/m-UVVY_syP0)
+
 [![image](https://user-images.githubusercontent.com/19240467/226378438-fe70f09e-94a8-4d1d-9468-e44dca99aac7.png)](https://youtu.be/m-UVVY_syP0)
 
 27.) Automatic1111 Web UI - PC - Free
+
 [**Video To Anime - Generate An EPIC Animation From Your Phone Recording By Using Stable Diffusion AI**](https://youtu.be/kmT-z2lqEPQ)
+
 [![image](https://user-images.githubusercontent.com/19240467/228096548-5f6add70-ca04-4bec-8c33-24d243227532.png)](https://youtu.be/kmT-z2lqEPQ)
 
 28.) Python Script - Jupyter Based - PC - Free
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 [**Midjourney Level NEW Open Source Kandinsky 2.1 Beats Stable Diffusion - Installation And Usage Guide**](https://youtu.be/dYt9xJ7dnpU)
+
 [![image](https://user-images.githubusercontent.com/19240467/230183162-8a6f7e84-dcd9-45b5-a94c-b93a10778f42.png)](https://youtu.be/dYt9xJ7dnpU)
 
 29.) Automatic1111 Web UI - PC - Free
+
 [**RTX 3090 vs RTX 3060 Ultimate Showdown for Stable Diffusion, ML, AI & Video Rendering Performance**](https://youtu.be/lgP1LNnaUaQ)
+
 [![image](https://user-images.githubusercontent.com/19240467/231303430-63d801cf-3c5a-4c20-b445-bb682febfa4e.png)](https://youtu.be/lgP1LNnaUaQ)
 
 30.) Kohya Web GU - Automatic1111 Web UI - PC - Free
+
 [**Generate Studio Quality Realistic Photos By Kohya LoRA Stable Diffusion Training - Full Tutorial**](https://youtu.be/TpuDOsuKIBo)
+
 [![image](https://user-images.githubusercontent.com/19240467/235155355-83ff14e5-a3c8-4ae8-83a5-6d2573189a22.png)](https://youtu.be/TpuDOsuKIBo)
 
 31.) Kaggle NoteBook - Free
+
 [**DeepFloyd IF By Stability AI - Is It Stable Diffusion XL or Version 3? We Review and Show How To Use**](https://youtu.be/R2fEocf-MU8)
+
 [![image](https://user-images.githubusercontent.com/19240467/235505544-2ba77ef2-3928-4c44-aba8-2536aebbfb60.png)](https://youtu.be/R2fEocf-MU8)
 
 32.) Python Script - Automatic1111 Web UI - PC - Free
+
 [**How To Find Best Stable Diffusion Generated Images By Using DeepFace AI - DreamBooth / LoRA Training**](https://youtu.be/343I11mhnXs)
+
 [![image](https://user-images.githubusercontent.com/19240467/236293388-6254ff84-0866-4bd4-a5d4-2db3c42be3f0.png)](https://youtu.be/343I11mhnXs)