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(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.

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Emad Mostaque, the controversial founder and CEO of Stability AI, makes the case to Azeem Azhar that open source generative AI is the best path to reducing global inequality.

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The Method I use to get consistent animated characters with stable diffusion. BYO video and it's good to go!

Sign up to my Newsletter for the companion PDF with all the links needed to play along.(including links to the checkpoints I use Realistic Vision and Ethernal Dark)
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Add LCM to Automatic 1111
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Iron Chef Morimoto is in the Munchies Test Kitchen to share his wisdom and love of sushi making, using a few special techniques and tips. Moriomoto demonstrates how to wash and cook sushi rice, prepare seasoned rice vinegar, and tips and tricks for making different kinds of maki rolls. As Morimoto says, it takes technique, ingredients, and love.

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The agricultural sector in Africa is experiencing a drastic transformation following the influx of women in the sector.

We follow a Congolese trader on a shopping spree in Guangzhou to find out if this new trade route can save her business.

Kansas City's Lincoln College Prep Academy was the site of a student walkout as the group protested and said they felt unsafe at the school.

A historic section of Kansas City could soon be in line for city funds to get a facelift. On Wednesday, the city council will talk about investing $7 million into the 18th & Vine Jazz District.

This girl boss took a leap of faith and left her mark on the tech industry.

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For full franchise information please call toll-free (855) 237-4416.

See all 5 of the videos in this series about an exciting franchise opportunity in Kansas City, Missouri. You're watching Video 1 right now.

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How to Invest Like a Billionaire, with Richard Wilson

Want to get billionaire investing strategies and learn how to model the successful few?

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Welcome to Rock City

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Our Senior Pastor, Mike McClure Jr. is a thought leader, author and artist who has led Rock City to become one of the fastest growing churches in America. At Rock City our mission is to Love God, Love People and Make a Difference. Based in Birmingham, AL our church has grown to include four locations throughout Central Alabama.

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