Full title: U-Net: Convolutional Networks for Biomedical Image Segmentation
Paper link: https://arxiv.org/abs/1505.04597

GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson

❤️ Become a Channel Member:
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LinkedIn - https://www.linkedin.com/in/al....addin-persson-a95384
GitHub - https://github.com/aladdinpersson

PyTorch Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

In this video I show you how to use and load the inbuilt datasets that are available for us through torchtext. In the example I show an example of machine translation using Multi30k dataset.

Resources I used to learn about torchtext:
https://torchtext.readthedocs.io/en/latest/
https://anie.me/On-Torchtext/
https://github.com/bentrevett
https://towardsdatascience.com..../how-to-use-torchtex
https://mlexplained.com/2018/0....2/08/a-comprehensive

People often ask what courses are great for getting into ML/DL and the two I started with is ML and DL specialization both by Andrew Ng. Below you'll find both affiliate and non-affiliate links if you want to check it out. The pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
ML Course (affiliate): https://bit.ly/3qq20Sx
DL Specialization (affiliate): https://bit.ly/30npNrw
ML Course (no affiliate): https://bit.ly/3t8JqA9
DL Specialization (no affiliate): https://bit.ly/3t8JqA9

GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson

❤️ Become a Channel Member:
https://www.youtube.com/channe....l/UCkzW5JSFwvKRjXABI

✅ One-Time Donations:
Paypal: https://bit.ly/3buoRYH
Ethereum: 0xc84008f43d2E0bC01d925CC35915CdE92c2e99dc

▶️ You Can Connect with me on:
Twitter - https://twitter.com/aladdinpersson
LinkedIn - https://www.linkedin.com/in/al....addin-persson-a95384
GitHub - https://github.com/aladdinpersson

PyTorch Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

I was inspired to make these videos by this specialization: https://bit.ly/3SqLuA6

Image-to-Image Translation with Conditional Adversarial Networks: https://arxiv.org/abs/1611.07004

GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

✅ One-Time Donations:
Paypal: https://bit.ly/3buoRYH
Ethereum: 0xc84008f43d2E0bC01d925CC35915CdE92c2e99dc

▶️ You Can Connect with me on:
Twitter - https://twitter.com/aladdinpersson
LinkedIn - https://www.linkedin.com/in/al....addin-persson-a95384
Github - https://github.com/aladdinpersson

#PaperReview #PaperExplained

GAN Playlist:
https://youtube.com/playlist?l....ist=PLhhyoLH6IjfwIp8

PyTorch Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

Timestamps:
0:00 - Introduction
1:29 - Overview of paper
2:25 - Why GANs for Pix2Pix
3:16 - Loss Function
5:12 - Generator Architecture
9:24 - Discriminator Architecture
12:00 - Some training details
13:24 - Turkers to evaluate GANs
14:10 - Patch size for Discriminator
15:19 - Generator works for larger images
15:50 - More details for implementation
19:05 - Ending

OpenAI's ChatGPT AI (a neural network) functioning as a Linux system that I am able to navigate, read, write and execute scripts on.

Neural Networks from Scratch book: https://nnfs.io
Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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Reddit: https://www.reddit.com/r/sentdex/
Support the content: https://pythonprogramming.net/support-donate/
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🔥Edureka Tensorflow Training - https://www.edureka.co/ai-deep....-learning-with-tenso
This video on "Python for Deep Learning" will provide you with detailed and comprehensive knowledge of Deep Learning, How it came into emergence. The various subparts of Data Science, how they are related, and How Deep Learning is revolutionalizing the world we live in.

🔴Subscribe to our channel to get video updates. Hit the subscribe button above: https://goo.gl/6ohpTV

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🔵 DevOps Online Training: https://bit.ly/2BPwXf0
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#edureka #DeepLearningEdureka #DeepLearningwithPython #DeepLearning #Pythontutorial #Pythononlinetraining #Pythonforbeginners

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How it Works?

1. This is 21 hrs of Online Live Instructor-led course. Weekend class: 7 sessions of 3 hours each.
2. We have a 24x7 One-on-One LIVE Technical Support to help you with any problems you might face or any clarifications you may require during the course.
3. At the end of the training you will have to undergo a 2-hour LIVE Practical Exam based on which we will provide you a Grade and a Verifiable Certificate!

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About the Course
Edureka's Deep learning with Tensorflow course will help you to learn the basic concepts of TensorFlow, the main functions, operations and the execution pipeline. Starting with a simple “Hello Word” example, throughout the course you will be able to see how TensorFlow can be used in curve fitting, regression, classification and minimization of error functions. This concept is then explored in the Deep Learning world. You will evaluate the common, and not so common, deep neural networks and see how these can be exploited in the real world with complex raw data using TensorFlow. In addition, you will learn how to apply TensorFlow for backpropagation to tune the weights and biases while the Neural Networks are being trained. Finally, the course covers different types of Deep Architectures, such as Convolutional Networks, Recurrent Networks and Autoencoders.

- - - - - - - - - - - - - -

Who should go for this course?

The following professionals can go for this course:

1. Developers aspiring to be a 'Data Scientist'

2. Analytics Managers who are leading a team of analysts

3. Business Analysts who want to understand Deep Learning (ML) Techniques

4. Information Architects who want to gain expertise in Predictive Analytics

5. Professionals who want to captivate and analyze Big Data

6. Analysts wanting to understand Data Science methodologies

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For more information, please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll-free).

GPT-2, the Language model that shocked the world with its entirely fictitious story about the unicorns inhabiting a secret South American valley. Rob Miles explains

More on GPT-2: Coming Soon

More from Rob Miles: http://bit.ly/Rob_Miles_YouTube

Thanks to Nottingham Hackspace for providing the filming location: http://bit.ly/notthack

https://www.facebook.com/computerphile
https://twitter.com/computer_phile

This video was filmed and edited by Sean Riley.

Computer Science at the University of Nottingham: https://bit.ly/nottscomputer

Computerphile is a sister project to Brady Haran's Numberphile. More at http://www.bradyharan.com

“Eat It” by "Weird Al" Yankovic - NOW IN 4K
Follow "Weird Al" Yankovic on Spotify: http://smarturl.it/WeirdAlSpotify

In the new biopic WEIRD: The Al Yankovic Story, there’s a scene where we see a clip of the “Eat It” video being played on a TV screen - except it’s actually a “deep fake,” with Al’s face replaced with Daniel Racliffe's (Dan, of course, plays Al in the movie). In order to create that particular scene, the producers had to track down source material that was considerably better quality than the existing standard-definition version. So Yankovic went into his personal video vault and had all the original 16mm film that was shot for the video in 1983 lovingly transferred to 4K. Then, while traveling the country on his 2022 tour, he painstakingly re-edited the video on his laptop, matching the original video frame for frame. The resulting video is not without scratches and artifacts (even in a temperature-controlled storage unit, film will start to degrade after a few decades) but it is exponentially better quality than any version that has ever existed before.

“Eat It” is one of 46 tracks on the just-released WEIRD: The Al Yankovic Story - Original Soundtrack album - you can stream, download or pre-order here: https://weirdalyankovic.lnk.to/WeirdTAYSYD

WEIRD: The Al Yankovic Story is now streaming exclusively on The Roku Channel! Stream free on a Roku device, the Roku mobile app, therokuchannel.com, Samsung Smart TV & FireTV.

Lyrics:
How come you're always such a fussy young man?
Don't want no Captain Crunch, don't want no Raisin Bran
Well, don't you know that other kids are starving in Japan?
So eat it, just eat it
Don't wanna argue, I don't wanna debate
Don't wanna hear about what kind of food you hate
You won't get no dessert 'till you clean off your plate
So eat it
Don't you tell me you're full
Just eat it, eat it, eat it, eat it
Get yourself an egg and beat it
Have some more chicken, have some more pie
It doesn't matter if it's broiled or fried
Just eat it, eat it, just eat it, eat it
Just eat it, eat it, just eat it, eat it, ooh
Your table manners are a cryin' shame
You're playin' with your food, this ain't some kind of game
Now, if you starve to death, you'll just have yourself to blame
So eat it, just eat it
You better listen, better do what you're told
You haven't even touched your tuna casserole
You better chow down or it's gonna get cold
So eat it
I don't care if you're full
Just eat it, eat it, eat it, eat it
Open up your mouth and feed it
Have some more yogurt, have some more Spam
It doesn't matter if it's fresh or canned
Just eat it, eat it, eat it, eat it
Don't you make me repeat it
Have a banana, have a whole bunch
It doesn't matter what you had for lunch
Just eat it, eat it, eat it, eat it
Eat it, eat it, eat it, eat it
Eat it, eat it, eat it, eat it
If it's gettin' cold, reheat it
Have a big dinner, have a light snack
If you don't like it, you can't send it back
Just eat it, eat it, eat it, eat it
Get yourself an egg and beat it
(Oh Lord)
Have some more chicken, have some more pie
It doesn't matter if it's broiled or fried
Just eat it, eat it, eat it, eat it
Don't you make me repeat it
(Oh no)
Have a banana, have a whole bunch
It doesn't matter what you had for lunch

#WeirdAlYankovic #OfficialMusicVideo #Parody #4KRemastered