In this tutorial we go through the basics you need to know about the basics of tensors and a lot of useful tensor operations. I believe knowing about these operations are an essential part of Pytorch and is a foundation that will help as you go further in your deep learning journey. Pytorch is in many ways an extension of NumPy with the ability to work on the GPU and these operations are very similar to what you would see in NumPy so knowing this will also allow you to quicker learn NumPy in the future.

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

OUTLINE
0:00 - Introduction
1:26 - Initializing a Tensor
12:30 - Converting between tensor types
15:10 - Array to Tensor Conversion
16:26 - Tensor Math
26:35 - Broadcasting Example
28:38 - Useful Tensor Math operations
35:15 - Tensor Indexing
45:05 - Tensor Reshaping Dimensions (view, reshape, etc)
54:45 - Ending words

This is my solution to predict.m function in Programming assignment 2 from the famous Machine Learning course by Andrew Ng.



Github: https://github.com/AladdinPerz....on/Courses/tree/mast

In this video we go through how to implement a dynamic algorithm for solving the sequence alignment or edit distance problem. This is also referred to as the Needleman Wunsch algorithm, it seems as if this algorithm has quite many names :)

Code repository:

https://github.com/AladdinPerz....on/Algorithms-Collec

I recommend watching the explanation video before watching this implementation:

https://youtu.be/bQ7kRW6zo9Y

Text-based tutorial and sample code: https://pythonprogramming.net/....autoencoders-tutoria

Neural Networks from Scratch book: https://nnfs.io

Channel membership: https://www.youtube.com/channe....l/UCfzlCWGWYyIQ0aLC5
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Thanks for watching! Please like and subscribe for more content as it helps support the channel.

This 40 minute scenic drive starts at Paramount Studios in Hollywood and then goes south past the Hollywood Walk of fame to Universal Studios in North Hollywood. It continues North to the Warner Brothers Studios Lot in the north part of Hollywood California. We finish at Disney Studios which is in Burbank California.

If you enjoyed this video please like and subscribe and I will create more videos like it. I will reply to every comment on this video. Thank you for your support.

Best viewed in 8K HDR or 4K HDR TVs. This video was captured with 3D Binaural Audio ASMR. Although the audio can be enjoyed with any speakers, headphones provides an immersive experience.

Timestamps:
00:00 Paramount Studios
03:50 Hollywood Walk of Fame
14:39 Hollywood Bowl
19:30 Universal Studios
31:00 Warner Brothers Studios
36:31 Disney Studios

#hollywoodstudios #burbank #losangeles #universalstudios #warnerbros #disneystudios #paramountstudios #hollywoodwalkoffame #California #Driving #drivingtour #sunsetdrive #sunset #california

[8K HDR] Driving to Every Movie Studio in Hollywood: Universal Studios, Disney Studios, Warner Brothers Studios, Paramount Studios!
8K HDR 60fps with 3D Binaural Audio ASMR

Recording Date: Sept 2022

All Footage in this video is copyright under licensed or created by me.
All footage edited And color corrected by me. Do not reproduce or reupload.

Thank you for watching and your support!
Copyright © 2022 Relaxing Scenes All Rights Reserved.

Update: check out my latest video - the most realistic simulated movie to-date of the supermassive black hole in the centre of our own Milky Way galaxy! [https://youtu.be/wU3vRKczamc]

On smartphones this video is best viewed using the youtube app. Try google cardboard on your smartphone with a VR headset for the most immersive experience (smartphone with gyro sensor required). For desktop computers try viewing in Google Chrome browser or Firefox.

If you're in a hurry, jump forward to 2:00 where it gets really interesting.

Science note: this is a real physics calculation (not simulation or rendering) I did of what we would actually see if we were unfortunate enough to fall into a black hole, from far away all the way up to the event horizon! Each frame is rendered at a resolution of 8K and the video plays at 60fps. Calculations are performed using my own general relativistic ray tracing and radiative transfer computer code, 'BHOSS' (Younsi et al. 2017), i.e., solving the equations of motion of light/photons (null geodesics) for a given spacetime, in this case a spinning black hole (Kerr).

For now there are no Doppler or gravitational redshifting effects for the sake of clarity. I've omitted an accretion disk and proper radiative transport of light as it distracts from the gravitational lensing of the starlight and the black hole's shadow. Including an accretion disk or even a torus calculated from a proper general relativistic magnetohydrodynamical computer simulation of gas falling onto a black hole is also possible and I may do this in the future.

In this movie the black hole is spinning rapidly (almost at the maximum possible rate). The starfield is taken from real observational data. The movie starts one thousand gravitational radii away from the black hole and ends at the event horizon, where eventually all light focuses into a single point and vanishes. Try looking around as you approach, or you'll miss it!

I made this VR movie to promote the "Einstein Inside" exhibition touring Germany, where it was first shown in November and December at the Goethe University of Frankfurt. Copyright: Ziri Younsi.

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Movie produced from calculations utilising my general-relativistic radiation transfer code BHOSS, e.g., Ziri Younsi et al. 2012, 2016, 2020:
https://ui.adsabs.harvard.edu/....abs/2012A%26A...545A
https://ui.adsabs.harvard.edu/....abs/2016PhRvD..94h40
https://ui.adsabs.harvard.edu/....abs/2020IAUS..342...

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The third iteration of my attempts at upscaling this game's cutscenes, featuring a new frame interpolation model that's MUCH better than Twixtor Pro (That ACTUALLY INTERPOLATES FRAMES instead of doing a 50% opacity merge then giving up).
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Become a member! (If you want): https://www.youtube.com/channe....l/UCngaLL0QDbsAGYj7z
Check out my Patreon! https://www.patreon.com/DyllonStej
My Discord Server: https://discordapp.com/invite/T7rZqbm
My Shorts Channel: https://www.youtube.com/channe....l/UCZ4Jpox8XmEWNN0f0
My Other Side Channel: https://www.youtube.com/channe....l/UCL_aWcJRBfVKqn1Qn
Twitter: https://www.twitter.com/DStejGaming
My Project M/Brawl Mods: https://www.dropbox.com/sh/67c....e97vfa4xh9pn/AAAILWU

Transformers Rise Of The Dark Spark Full Movie Cinematic (2022) 4K ULTRA HD Action

New Clips 2022!

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Gameclips always brings you the best full game movies with a focus on the story cinematic aspect of the video games. On this channel you will find the best cinematic moments and clips from the best video games with added educational narrative storylines to the videos. You will also find full edited let's play walkthroughs and guides to the latest and best new games coming out.