In this tutorial we build a Sequence to Sequence (Seq2Seq) with Attention model from scratch in Pytorch and apply it to machine translation on a dataset with German to English sentences, specifically the Multi30k dataset.

Resources to learn more:
https://github.com/bentrevett
https://youtu.be/SysgYptB198
https://youtu.be/quoGRI-1l0A
https://arxiv.org/abs/1409.0473
https://pytorch.org/tutorials/....intermediate/seq2seq

Comment on resources:
I think bentrevett on Github is awesome and this series of videos was heavily inspired in this video by his Seq2Seq Tutorials and I really recommend checking him out, he puts out a lot of great tutorials on his Github.

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.
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DL Specialization (affiliate): https://bit.ly/30npNrw
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DL Specialization (no affiliate): https://bit.ly/3t8JqA9

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It's a question that physical media fans are debating: Is 8K coming? In this episode, we take a look at what we know and explore what the future may hold for movie fans and home media collectors!

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Le deep learning, une technique qui révolutionne l'intelligence artificielle...et bientôt notre quotidien !

Écrit et réalisé par David Louapre © Science étonnante

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La vidéo de Fei Fei Li à TED : https://www.ted.com/talks/fei_....fei_li_how_we_re_tea

La leçon inaugurale de Yann Le Cun au Collège de France : http://www.college-de-france.f....r/site/yann-lecun/in

Références :
==========
Russakovsky, Olga, et al. « Imagenet large scale visual recognition challenge. » International Journal of Computer Vision 115.3 (2015): 211-252. http://arxiv.org/pdf/1409.0575

Radford, Alec, Luke Metz, and Soumith Chintala. « Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks. » arXiv preprint arXiv:1511.06434 (2015). http://arxiv.org/pdf/1511.06434

Zeiler, Matthew D., and Rob Fergus. « Visualizing and understanding convolutional networks. » Computer vision–ECCV 2014. Springer International Publishing, 2014. 818-833. http://arxiv.org/pdf/1311.2901

Vinyals, Oriol, et al. "Show and tell: A neural image caption generator." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015. http://arxiv.org/pdf/1411.4555.pdf

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Lyrics

Closed off from love, I didn't need the pain
Once or twice was enough and it was all in vain
Time starts to pass, before you know it, you're frozen, ooh
But something happened for the very first time with you
My heart melts into the ground, found something true
And everyone's looking 'round, thinking I'm going crazy, oh

But I don't care what they say
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My heart's crippled by the vein that I keep on closing
You cut me open and I

Keep bleeding, keep, keep bleeding love
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You cut me open
Oh yeah

Trying hard not to hear, but they talk so loud
Their piercing sounds fill my ears, try to fill me with doubt
Yet I know that their goal is to keep me from falling, hey, oh
But nothing's greater than the rush that comes with your embrace
And in this world of loneliness, I see your face
Yet everyone around me thinks that I'm going crazy
Maybe, maybe

But I don't care what they say
I'm in love with you
They try to pull me away, but they don't know the truth
My heart's crippled by the vein that I keep on closing
You cut me open and I

Keep bleeding, keep, keep bleeding love
I keep bleeding, I keep, keep bleeding love
Keep bleeding, keep, keep bleeding love
You cut me open

And it's draining all of me
Though they find it hard to believe
I'll be wearing these scars for everyone to see

I don't care what they say
I'm in love with you
They try to pull me away, but they don't know the truth
My heart's crippled by the vein that I keep on closing
Oh, you cut me open and I

Keep bleeding, keep, keep bleeding love
I keep bleeding, I keep, keep bleeding love
Keep bleeding, keep, keep bleeding love
Oh, you cut me open and I

Keep bleeding, keep, keep bleeding love
I keep bleeding, I keep, keep bleeding love
Keep bleeding, keep, keep bleeding loveI keep
Oh, you cut me open and I
Keep bleeding, keep, keep bleeding love

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This Edureka video on "JavaScript Interview Questions" will help you to prepare yourself for JavaScript Interviews ( JavaScript Interview Questions Blog: https://www.edureka.co/blog/in....terview-questions/ja Learn about the most important JavaScript interview questions and answers and know what will set you apart in the interview process.

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