In this video we understand how intersection over union works and we also implement it in PyTorch. This is a very important metric to understand when it comes to object detection as it is used pretty much all the time.

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

Object Detection Playlist:
https://youtube.com/playlist?l....ist=PLhhyoLH6Ijfw0Tp

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

0:00 - Introduction
01:12 - Explanation of IOU
09:52 - Coding in PyTorch

FLYING OVER JAPAN (4K UHD) Amazing Beautiful Nature Scenery with Relaxing Music | 4K VIDEO ULTRA HD

Japan, known as Nihon, Nihon-koku or Nippon (日本) in Japanese, is a nation of islands in East Asia.

The "Land of the Rising Sun" is a country where the past meets the future. Japanese culture stretches back millennia, yet has also been quick to adopt and create the latest modern fashions and trends.

Japan is often difficult to understand for those educated in the west. It can seem full of contradictions. Many Japanese corporations dominate their industries, yet if you read the financial news it seems like Japan is practically bankrupt. Cities are as modern and high tech as anywhere else, but tumbledown wooden shacks can still be spotted next to glass fronted designer condominiums. Japan has beautiful temples and gardens which are often surrounded by garish signs and ugly buildings. The most acclaimed restaurant in the country, which costs hundreds of dollars for dinner, is a small shop located in a subway station seating less than a dozen people. In the middle of modern skyscrapers you’ll discover sliding wooden doors which lead to traditional chambers with tatami mats, shoji screens, and calligraphy, suitable for traditional tea ceremonies. These juxtapositions can seem perplexing or jarring to those used to the more uniform nature of European and North American cities, but if you let go, and accept the layered aesthetics, you’ll find interesting and surprising places throughout the country.

Japan has often been seen in the West as a land combining tradition and modernity, and many traditional structures and practices are preserved, but modern structures and practices definitely dominate your experience in Japan. Japan was the first Asian country to independently modernize, and the country continues to embrace new technologies and aesthetics, but unlike in many countries, Japan does not feel a particular need to attack or remove older technologies, structures, or practices. New things are mostly just layered beside old things. That’s not to say that Japan embraces the large scale preservation of historical structures or that people generally practice traditional ceremonies, but people generally believe that if a small number of people want to continue on a tradition or preserve a building that they own, they should be allowed to do that. In this way, development mostly happens in a piecemeal fashion, one building at a time, rather than in large redevelopment projects. Many urban blocks evolve to line up dozens of narrow buildings spanning fifty or more years of design history. Clothing styles evolve along a dozen paths at the same time rather than singular mass fashion trends. An individual that embraces a particular subculture and its fashions may alternately conform to vary different norms when working or at home, but there is little sense of conflict between these roles.

japan, japan 4k, japan relaxation film, 4k, japan relaxation, relaxation film, calming music, stress relief, scenic relaxation, 4k video, 4k video 60fps, video 4k, 4k videos, relax 4k, piano, ultra hd, piano music, bgm, background music, focus, soothing relaxation, calm, soothing, music, beautiful piano music, Piano Relax, piano relaxing, relaxing music, nature sounds, japan 4k video, japan island, japan untra hd, japan travel, 4k nature, 4k 60fps hdr

🌿 Music by Helios Records:
➤ Spotify: https://heliosrecords.fanlink.to/Spotify
➤ Instagram: https://heliosrecords.fanlink.to/Instagram
➤ Facebook: https://heliosrecords.fanlink.to/Facebook
➤ Tiktok: https://heliosrecords.fanlink.to/Tiktok
➤ SoundCloud: https://heliosrecords.fanlink.to/Soundcloud

♪ BigRicePiano ♪
● https://spoti.fi/3ysT8zT
● https://apple.co/3ww1HZu
● https://bigrice.bandcamp.com
● https://www.youtube.com/c/BigRicePiano


"🌿 Music by Helios Relaxing Space
➤ Spotify: https://spoti.fi/3kJuAy3"

"🌿 Music by DawRos
➤ Spotify: https://spoti.fi/3orD8e4"

"🌿 Music by Dee Art
➤ Spotify: https://spoti.fi/3CnNPDn"

"🌿 Music by Finn
➤ Spotify: https://spoti.fi/3Cm9QCk"

📌 Contacts:
◽ relax@wondermusic.us
◾ channel@wondermusic.us

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!

Cereal At Midnight is viewer supported! To unlock the entire Collecting At Midnight series plus hours of collection tours, secret commentaries and videos, and over 100 EXCLUSIVE EPISODES, visit Patreon.com/CerealAtMidnight!

CerealAtMidnight.com
Shop: CerealAtMidnight.Threadless.com
Ebay.com/usr/cerealatmidnight
Patreon.com/CerealAtMidnight
Facebook.com/CerealMidnight
Twitter: CerealMidnight
Instagram: CerealMidnight
Letterboxd: CerealAtMidnite