Aliens School
Cinematic Knowledge Experience
0%
Aliens School
Now Playing
Aliens School ยท HIEN
โŒจ๏ธ Keyboard Shortcuts
โ†’Next slide โ†Previous slide SpacePlay / Pause MNarration on/off FFullscreen ?Show/hide this
Press any key to close
Skill Topic ยท Cinematic

๐Ÿ”„ Self-Supervised Learning

Deep Learning Series #53 โ€” Labels Ke Bina Seekho! Contrastive, BYOL, SimCLR, MAE! Unlabeled data seโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ”„ Self-Supervised Learning โ€” Quick Facts

๐Ÿ“Œ

Method: Type

๐ŸŽฏ

SimCLR: Contrastive

โšก

MoCo: Contrastive

๐Ÿ”‘

BYOL: Distillation

Topic 1
๐Ÿ“š

๐Ÿ’ก Self-Supervised Learning Kya Hai?

๐Ÿ“š ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ SELF-SUPERVISED LEARNINGโ€ฆ
Topic 2
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ“Š SSL Methods

๐Ÿ’ก | Method | Type | Needs Negatives? | Architecture | Key Idea |โ€ฆ
Topic 3
โœจ

๐Ÿ’ป Complete Code

๐ŸŽฏ `python ============================================= Self-Supervised Learning โ€” Completeโ€ฆ
Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Better gradients

๐Ÿ”‘

b) Contrastive learning: positiveโ€ฆ

โšก

c) Faster convergence

๐ŸŽฏ

a) Special loss

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ”„ Self-Supervised Learning ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ”„ Self-Supervised Learning ka 'SimCLR' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ”„ Self-Supervised Learning Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ”„ Self-Supervised Learning Complete

1/9
0:00
REC 00:00ESC=Cancel
Aliens School
3
Recording shuru hone wali hai...
โœ…
Recording Complete
Video process ho rahi hai...
Live Class
Slide 1 / 7
Timer
00:00
๐Ÿ“ Speaker Notes
โ€”
โญ๏ธ Up Next
โ€”
โ€”
๐Ÿ—‚๏ธ All Slides