Uploaded August 2021 | Updated September 2026, 1 week ago
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With this video, I kick off a brand new series of coding videos in PyTorch where I'll be explaining some of the most impactful AI research through its code analysis!
In this video I cover DINO from the "Emerging Properties in Self-Supervised Vision Transformers" paper.
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
β Paper: arxiv.org/abs/2104.14294
β Code: github.com/facebookresearch/dino
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
βοΈ Timetable:
00:00 DINO paper - short overview
02:38 Code analysis starts - training arguments (argparse)
07:30 Training main function
08:25 DINO augmentations
11:30 Main function resumed
16:05 DINO head (MLP)
18:05 Main function resumed
20:40 DINO loss overview
21:45 Main function resumed
24:05 Augmentations visualized (matplotlib)
27:00 Main function resumed
28:00 DINO Core part!!! (in-depth shape analysis)
33:45 DINO loss in depth
38:00 Main function resumed
39:50 Visualizing attention script explained
48:15 Outro
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π° BECOME A PATREON OF THE AI EPIPHANY β€οΈ
If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!
The AI Epiphany βΊ patreon.com/theaiepiphany
One-time donation:
paypal.com/paypalme/theaiepiphany
Much love! β€οΈ
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Petar VeliΔkoviΔ
Zvonimir Sabljic
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π‘ The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition".
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π CONNECT WITH ME ON SOCIAL
LinkedIn βΊ linkedin.com/in/aleksagordic
Twitter βΊ twitter.com/gordic_aleksa
Instagram βΊ instagram.com/aiepiphany
Facebook βΊ facebook.com/aiepiphany
π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY:
Discord βΊ discord.gg/peBrCpheKE
π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack βΊ aiepiphany.substack.com
π» FOLLOW ME ON GITHUB FOR ML PROJECTS:
GitHub βΊ github.com/gordicaleksa
π FOLLOW ME ON MEDIUM:
Medium βΊ gordicaleksa.medium.com
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
#dino #pytorch #coding
π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY:
Discord βΊ discord.gg/peBrCpheKE
π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack βΊ aiepiphany.substack.com
β€οΈ Become The AI Epiphany Patreon β€οΈ βΊ patreon.com/theaiepiphany
With this video, I kick off a brand new series of coding videos in PyTorch where I'll be explaining some of the most impactful AI research through its code analysis!
In this video I cover DINO from the "Emerging Properties in Self-Supervised Vision Transformers" paper.
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
β Paper: arxiv.org/abs/2104.14294
β Code: github.com/facebookresearch/dino
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
βοΈ Timetable:
00:00 DINO paper - short overview
02:38 Code analysis starts - training arguments (argparse)
07:30 Training main function
08:25 DINO augmentations
11:30 Main function resumed
16:05 DINO head (MLP)
18:05 Main function resumed
20:40 DINO loss overview
21:45 Main function resumed
24:05 Augmentations visualized (matplotlib)
27:00 Main function resumed
28:00 DINO Core part!!! (in-depth shape analysis)
33:45 DINO loss in depth
38:00 Main function resumed
39:50 Visualizing attention script explained
48:15 Outro
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π° BECOME A PATREON OF THE AI EPIPHANY β€οΈ
If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!
The AI Epiphany βΊ patreon.com/theaiepiphany
One-time donation:
paypal.com/paypalme/theaiepiphany
Much love! β€οΈ
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Petar VeliΔkoviΔ
Zvonimir Sabljic
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π‘ The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition".
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π CONNECT WITH ME ON SOCIAL
LinkedIn βΊ linkedin.com/in/aleksagordic
Twitter βΊ twitter.com/gordic_aleksa
Instagram βΊ instagram.com/aiepiphany
Facebook βΊ facebook.com/aiepiphany
π¨βπ©βπ§βπ¦ JOIN OUR DISCORD COMMUNITY:
Discord βΊ discord.gg/peBrCpheKE
π’ SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack βΊ aiepiphany.substack.com
π» FOLLOW ME ON GITHUB FOR ML PROJECTS:
GitHub βΊ github.com/gordicaleksa
π FOLLOW ME ON MEDIUM:
Medium βΊ gordicaleksa.medium.com
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
#dino #pytorch #coding
