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

In this video we implement WGAN and WGAN-GP in PyTorch. Both of these improvements are based on the loss function of GANs and focused specifically on improving the stability of training.

Resources and papers:
https://www.alexirpan.com/2017..../02/22/wasserstein-g
https://arxiv.org/abs/1701.07875
https://arxiv.org/abs/1704.00028

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

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

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

OUTLINE:
0:00 - Introduction
0:27 - Understanding WGAN
6:53 - WGAN Implementation details
9:15 - Coding WGAN
15:50 - Understanding WGAN-GP
18:48 - Coding WGAN-GP
25:29 - Ending

High Quality HDR 12K VIDEO ULTRA HD 120FPS, 60FPS, 30FPS For Your HDR 8K resolution devices. Amazing combination of 12k sensor and one of the sharpest lenses in the world Zeiss Otus set in addition of HDR brings image to life! You can use this collection of Hight Resolution clips in your Tv For The Living Room, Office, Lounge, Waiting Room, Spa, Showroom, Restaurant and more. Play It On Your LG Qled TV, Samsung Oled TV, Smart TV, Sony Device, Samsung Technology, Roku, Apple TV, IPad Pro, Apple XDR, Chromecast, Xbox, Playstation and more.

📹 Note: To view at 8K 60P you will need to use Chrome & opera.

📹 All Videos was shot, edited & color graded by me.
THESE 8K VIDEOS ARE FOR TV'S FOR DEMO AND TEST THE QUALITY OF ALL 8K TV'S.

= I have done High color correction, Color changing, Raw Videos editing, HDR color Setting, merge files & 8K Export file etc.

Editing Video by
PREETI NAAGAR

This video created for entertainment informative, educational purposes and Film & Animation.
( Wild animals , Nature, Timelapse nature, Insect )


Editing Software
Adobe premiere pro

ALL CREDIT GOES TO YOUTUBE

Copyright
= All The footage Was Edited And Color Corrected By Me.
= Video Footage Copyright Under License.

All other rights reserved.

#12kHDR #DolbyVision #DolbyAtmos

Sheriff Teasle (Brian Dennehy) meets Colonel Trautman (Richard Crenna), the man who made John Rambo (Sylvester Stallone) who he is today.

#AllOutAction #RamboFirstBlood

Subscribe to All Out Action here - https://bit.ly/3zeFlgk

Lionsgate Official Website - https://bit.ly/3uEkGkd
Follow Lionsgate on Twitter - https://bit.ly/3y3LGvy
Follow Lionsgate on Facebook - https://bit.ly/3bhliot
Follow Lionsgate on TikTok - https://bit.ly/3y3JjZV

Welcome to All Out Action’s official YouTube channel! Replay every explosion, mind-blowing fight sequence and heroic rescue from your favorite action movies. Subscribe and stay tuned... more All Out Action clips coming soon!