(All lesson resources are available at http://course.fast.ai.) This is the first lesson of part 2 of Practical Deep Learning for Coders. It starts with a tutorial on how to use pipelines in the Diffusers library to generate images. Diffusers is (in our opinion!) the best library available at the moment for image generation. It has many features and is very flexible. We explain how to use its many features, and discuss options for accessing the GPU resources needed to use the library.

We talk about some of the nifty tweaks available when using Stable Diffusion in Diffusers, and show how to use them: guidance scale (for varying the amount the prompt is used), negative prompts (for removing concepts from an image), image initialisation (for starting with an existing image), textual inversion (for adding your own concepts to generated images), Dreambooth (an alternative approach to textual inversion).

The second half of the lesson covers the key concepts involved in Stable Diffusion:
- CLIP embeddings
- The VAE (variational autoencoder)
- Predicting noise with the unet
- Removing noise with schedulers.

You can discuss this lesson, and access links to all notebooks and resources from it, at this forum topic: https://forums.fast.ai/t/lesso....n-9-part-2-preview/1

0:00 - Introduction
6:38 - This course vs DALL-E 2
10:38 - How to take full advantage of this course
12:14 - Cloud computing options
14:58 - Getting started (Github, notebooks to play with, resources)
20:48 - Diffusion notebook from Hugging Face
26:59 - How stable diffusion works
30:06 - Diffusion notebook (guidance scale, negative prompts, init image, textual inversion, Dreambooth)
45:00 - Stable diffusion explained
53:04 - Math notation correction
1:14:37 - Creating a neural network to predict noise in an image
1:27:46 - Working with images and compressing the data with autoencoders
1:40:12 - Explaining latents that will be input into the unet
1:43:54 - Adding text as one hot encoded input to the noise and drawing (aka guidance)
1:47:06 - How to represent numbers vs text embeddings in our model with CLIP encoders
1:53:13 - CLIP encoder loss function
2:00:55 - Caveat regarding "time steps"
2:07:04 Why don’t we do this all in one step?

Thanks to fmussari for the transcript, and to Raymond-Wu (on forums.fast.ai) for the timestamps.

DJ Mana (Nocturnal Sound Krew) skratch sesh

⁣Kalle Stropp och Grodan Boll räddar Hönan (1987) LP Skivan (Svenska) Del 2 Av 2

Wrong Turn- Last Chapter - Hollywood Movie Hindi Dubbed - Krew Boylan - Lindsay Farris

Plateau State Inter-Denominational Unity Christmas Carol 29th Nov - 1st Dec 2024

Ciechanów Ognisty Ratownik Gorąca Krew

Pihak berkuasa maritim Australia dalam Tweet terbaru menyatakan krew P3 Raaf gagal untuk mengesan dua objek yang dikaitkan dengan MH370.

Update:
If you want to use the non standard model for 1.5 training then you can grab the name form hugging space such as XpucT/Deliberate, and use the word 'main" for the branch.

Instead of putting the trigger word in for the class you can use instead like "photo of a man" or "photo of a person" I've had better results with that.

I still recommend 1600 steps

This is the easiest way to train an AI model with or without a GUI for Stable Diffusion.

I wanted to try a similar thumbnail to Aitrepreneur as I really love the way they do thumbnails.

https://stable-diffusion-art.com/dreambooth/
https://www.birme.net/

https://colab.research.google.....com/github/sagiodev/

Other Great Resources:
https://www.youtube.com/@Aitrepreneur
https://www.youtube.com/@NerdyRodent
https://www.youtube.com/@enigmatic_e
https://www.youtube.com/@TutorialsAI

Dvs Krew: Float On - The End & Beginning

Rewind Krew - "Street Dance Show" at Fresno State (R-2)<br/>

Después de una ardua restauración para resucitar esta icónica camioneta de los 90, finalmente el resultado final será revelado.<br /><br />Suscríbete a Discovery en Español: http://bit.ly/suscribediscoveryenespanol Síguenos en... Facebook: https://www.facebook.com/discoveryenespanol Instagram: @discoveryenespanol Descarga la App en: https://smart.link/5d0295da8ccb4?passthrough_url=http://apple.co/2fiMNE3&cp_2=facebook&cp_3=20190618&cp_5=social

We are the tiniest of KREW trying to survive this BIG WORLD!
Subscribe & never miss a video! http://bit.ly/Funneh
Watch another video! https://youtu.be/Ez2748BK8j0?si=S16QZIB6u3c9kAed

Note: Hey KF! We hired a video editor for this video, please let us know how you like it!
Because we do all the video editing on the channel! :)

*MERCH & APPAREL!*
https://krewdistrict.com/

*VIDEOS!*
✦ Gaming / https://youtube.com/playlist?l....ist=PLfjWV0CFo_5xJh_
✧ Vlogs / https://youtube.com/playlist?l....ist=PLfjWV0CFo_5x2pQ
✦ Livestreams / https://youtube.com/playlist?l....ist=PLfjWV0CFo_5wTzN

*KREW!*
@PaintingRainbows
@GoldenGlare
@ItsFunneh
@LunarEclispe
@DraconiteDragon

If you enjoyed the video, like & subscribe to show your support! Thanks for watching! :]
#Funny #ItsFunneh #KREW

How to install Stable Diffusion on your local PC: https://youtu.be/TbLAtMN7Vyk
How to install ControlNet in Stable Diffusion: https://youtu.be/oO3zIfH4LRE
Roop extension on GitHub: https://github.com/s0md3v/sd-webui-roop/

Very impressive AI driving image and video upscale https://topazlabs.com/ref/1514/ , try for free.
THANK YOU for your support!
Please subscribe and leave your comments, and don't forget to click on the notification bell: “Look daddy, the teacher says, every time a bell rings an angel gets his wings,” ZuZu Bailey from “It's A Wonderful Life.”

What do I use:
Image upscaling https://topazlabs.com/ref/1514/
Micro SD cards 256Gb V3, I use these in Drones, Insta 360, and GoPro's https://amzn.to/3HsTU7j
Must have: Micro SD storage/reader/Cables: https://amzn.to/3GZ33D8
Simplified Photoshop, no annual fees, just one-time purchase https://amzn.to/3DaUpAi
Canon R5 is not cheap, but it is definitely the best https://amzn.to/3DclTFX
Must have lens adapter EF to RF https://amzn.to/3Dk1qhp
Insta 360 X3, I am really impressed by this camera: https://amzn.to/3HqdMb4
My to-go camera GoPro 11 : https://amzn.to/3XMcKMc
DJI Osmo 6 https://amzn.to/3zsKlAG
Portable lights, very versatile usage : https://amzn.to/3wsUqMa
Another DJI great product. Drone Mini 3 Pro, my togo: https://amzn.to/3XKN9mG
One of my favorite modifiers from Fotodiox - https://amzn.to/2Rfr1Px
Another modifier, that helps with fill light - https://amzn.to/2ReC2jX
Corsair keyboard: https://amzn.to/3DlclHN
Adobe Photoshop CC - https://amzn.to/2TNrLwL

My #1 dress in Baroque/Rococo photoshoots. very good quality: https://amzn.to/401rGHQ
Baroque outfit for males: https://amzn.to/3kBdEg2
I recommend getting this shirt for the outfit above: https://amzn.to/3Wzcv5Z

My Vue book - https://amzn.to/2TGUkvQ
3D Art essentials - https://amzn.to/2RfqPjh

My Patreon webpage - https://www.patreon.com/geekatplay
Tutorials and packs - https://gumroad.com/geekatplay
Tutorials website - https://www.geekatplay.com
Photography - https://www.chopinephotography.com

Subscribe to my channel for fast notifications on new tutorials - https://www.youtube.com/@geekatplay

Tibo de la Master Krew sur 6 marches et un petit curb !

[Homestead High School KREW] Senior Farewell Rally (K-pop; Give It To Me, Ringa Linga, etc)

Lecrae sits down with Pastor Philip Anthony Mitchell for a raw and honest conversation. They dive deep into his journey from the streets to the pulpit, exploring the struggles, victories, and unwavering faith that has shaped his life.

He shares about the pressures of ministry, the importance of authenticity, and why true success isn't just about numbers.

Let's go to the Deep End 🏊🏽‍♂️

---------------------------------------
Follow Philip Anthony Mitchell on his Instagram - @philipamitchell

📱Connect with Lecrae - https://linktr.ee/Lecrae
📮 Join the conversation… Exclusive previews, discounts, bonus content, and more: https://deependwithlecrae.com/

Listen to "Lift Me Up" our now on all platforms: https://lecrae.ffm.to/liftmeup.OYD

🎟️ Catch Lecrae on The Deep End Podcast Tour: https://lecrae.com/tour

👕 Shop Lecrae Merch: https://lecrae.store/

To watch my show early each week, download the B-side app for free!

📱 B-side for iPhone https://apps.apple.com/us/app/....b-side-app/id6469474

📱B-side for Android https://play.google.com/store/apps/details?id=com.bsideapp&hl=en_US&pli=1

Subscribe to the B-Side YouTube channel: @thebsideapp

Want to financially support B-Side?: https://www.paypal.com/paypalme/bsideapp
Join our Discord: https://discord.gg/J2UsE2mFTU

Chapter Markers
0:00 - Introduction
1:34 - Today’s Guest, Philip Anthony Mitchell: His Back Story
14:42 - Misunderstood and Redeemed: No Time to Play
20:24 - Teaching and Encouraging Millennials and Gen Zs: The Mountaintops and Valleys
26:58 -Ad: Download and Subscribe to The BSIDE - https://www.bsideapp.com/pricing
27:25 - Unapologetic and Burdened: Calling Out Error
43:08 - What Being in Israel Did to Philip
50:24 - Seeking God’s Face More Than His Hand
54:04 - Words for the Disenfranchised and Dissolutioned 
1:01:53 - The Man Behind the Pastor
1:09:14 - The Importance of Being in a Church Community
1:10:31 - The Engagement of the Gathering vs.The Proclamation of the Truth
1:18:11 - The Underlying Structure of 28:19 Church: Real, Not Perfect
1:26:17 - Topical vs. Expository Preaching
1:32:05 - Conclusion

---------------------------------------
MB01FYH7BVYLNQK
MB01ZYC852FA1V6

Stream AD-FREE https://goo.gl/y6z6Eg w/FREE 7-Day Trial on the web;
or on our apps https://goo.gl/BapSEk (Android) or https://goo.gl/LDqE7o
(Apple TV and iOS) Mixed and mastered at SoKnox Studios in Knoxville, TN
for DigiTrax Entertainment, Inc. Executive Producer: Joseph Vangieri.

http://vevo.ly/9o1GOf