In this video I explain how Einstein Summation (einsum) works and why it is amazing, at the end of the video you too will realize that einsum is all you need. It works similar in all libraries with the following function call: torch.einsum, tf.einsum, numpy.einsum (pytorch, tensorflow, numpy).

Video title was recklessly stolen from the following blogpost which I was inspired by (read it!):
https://rockt.github.io/2018/04/30/einsum

Also looked quite a bit at:
https://obilaniu6266h16.wordpr....ess.com/2016/02/04/e
https://ajcr.net/Basic-guide-to-einsum/

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

✅ Equipment I use and recommend:
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OUTLINE:
0:00 - Introduction
0:15 - What, Why and How
6:48 - Code examples
16:04 - Ending

In this video we show a quick example of how to obtain a clean progress bar that contains information about the current epoch and the progression with regards to loss and accuracy.

Written blogpost if you prefer to read:
https://aladdinpersson.medium.....com/how-to-get-a-pro

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

Welcome to another Python 3 basics tutorial. This tutorial is going to be covering the basics of classes in python. For the most part, I just want you to just understand how to read and understand a class' workings. You can think of classes as groupings of functions, usually. Classes quickly work their way into "intermediate" programming, so hopefully I can just help you understand how they work and how to follow code that uses them.

Sample code for this basics series: http://pythonprogramming.net/b....eginner-python-progr

Python 3 Programming tutorial Playlist: http://www.youtube.com/watch?v=oVp1vrfL_w4&feature=share&list=PLQVvvaa0QuDe8XSftW-RAxdo6OmaeL85M

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Bitcoin donations: 1GV7srgR4NJx4vrk7avCmmVQQrqmv87ty6

Here, we create a convolutional neural network using the same neural network that we used in the machine learning tutorial series: https://pythonprogramming.net/....tflearn-machine-lear

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HIGH ON LIFE All Cutscenes (Full Game Movie) 4K Ultra HD

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From the Co-Creator of Rick & Morty and Solar Opposites, comes High On Life.

Fresh out of high school with no job and no ambition, you’ve really got nothing going for you until an alien cartel that wants to get high off humanity invades Earth. Now, you and a team of charismatic talking guns must answer the hero's call and become the deadliest intergalactic bounty hunter the cosmos has ever seen.

Travel to a variety of biomes and locations across the cosmos, go up against the nefarious Garmantuous and his gang of goons, collect loot, meet unique characters, and more, in the latest comedy adventure from Justin Roiland!
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High On Life All Cutscenes Full Movie (2022) 4K ULTRA HD

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“Mank”, the movie that wins the Oscar for best cinematography in 2021 was shot using the RED Ranger Camera. RED Ranger Camera gave the delicate monochromatic look which gave the movie a unique feel. So what’s in it in the RED Ranger Camera? Watch the full video to know all the ins and outs of this great cinema camera.
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Listen to Bhool Bhulaiyaa 2 Title Track: https://youtu.be/J1rOfVst-EQ

Gulshan Kumar & T-Series Presents Bollywood movie "Bhool Bhulaiyaa" featuring Akshay Kumar, Vidya Balan, Ameesha Patel and Shiney Ahuja in pivotal roles with Paresh Rawal and Rajpal Yadav in supporting roles. Directed by Priyadarshan, produced by Bhushan Kumar and Krishan Kumar, composed by Pritam, lyrics are penned by Sameer.

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We at iNeuron are happy to announce multiple series of courses. Finally we are covering Big Data,
Cloud,AWS,AIops and MLops. Check out the syllabus below.

30 Days Data Science Interview preparation - https://rb.gy/q1c58g
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A video about neural networks, how they work, and why they're useful.

My twitter: https://twitter.com/max_romana

SOURCES
Neural network playground: https://playground.tensorflow.org/

Universal Function Approximation:
Proof: https://cognitivemedium.com/ma....gic_paper/assets/Hor
Covering ReLUs: https://proceedings.neurips.cc..../paper/2017/hash/32c
Covering discontinuous functions: https://arxiv.org/pdf/2012.03016.pdf

Turing Completeness:
Networks of infinite size are turing complete: Neural Computability I & II (behind a paywall unfourtunately, but is cited in following paper)
RNNs are turing complete: https://binds.cs.umass.edu/pap....ers/1992_Siegelmann_
Transformers are turing complete: https://arxiv.org/abs/2103.05247

More on backpropagation:
https://www.youtube.com/watch?v=Ilg3gGewQ5U

More on the mandelbrot set:
https://www.youtube.com/watch?v=NGMRB4O922I

Additional Sources:
Neat explanation of universal function approximation proof: https://www.youtube.com/watch?v=Ijqkc7OLenI
Where I got the hard coded parameters: https://towardsdatascience.com..../can-neural-networks

Reviewers:
Andrew Carr https://twitter.com/andrew_n_carr
Connor Christopherson

TIMESTAMPS
(0:00) Intro
(0:27) Functions
(2:31) Neurons
(4:25) Activation Functions
(6:36) NNs can learn anything
(8:31) NNs can't learn anything
(9:35) ...but they can learn a lot

MUSIC
https://www.youtube.com/watch?v=SmkUY_B9fGg