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”“ Topic 25: Training Data Extraction Attacks

Course: AI Security โ€” Section 3: Data Security & Poisoning Topic: 25 of 70 | Prev:โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ”“ Topic 25: Training Data Extraction Attacks โ€” Quick Facts

๐Ÿ“Œ

Prev: [24-Data-Provenance.md](24-Data-Provenance.md): Next: 26-Secure-Data-Pipeline.md

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐ŸŽฏ Overview

๐Ÿ’ก

Training Data Extraction =โ€ฆ

๐Ÿ”‘

Model unintentionally trainingโ€ฆ

โšก

Privacy disaster: PII, medicalโ€ฆ

๐ŸŽฏ

LLMs me especially dangerous โ€” GPTโ€ฆ

Topic 2
๐Ÿง 

โšก Extraction Attack Taxonomy

๐Ÿง  ` 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”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ TRAINING DATAโ€ฆ
Topic 3
โœจ

๐Ÿ Complete Python Implementation

๐Ÿ’ก

Training data: higher confidence,โ€ฆ

๐Ÿ”‘

Non-training: lower confidence,โ€ฆ

โšก

GPT-2 se exact training dataโ€ฆ

๐ŸŽฏ

Prefix prompt โ†’ model completesโ€ฆ

Topic 4
โœจ

๐Ÿ“Š Extraction Attack Comparison

โšก | Attack | Target | Access Needed | Output | Privacy Risk |โ€ฆ
Topic 5
โœจ

โ“ Quiz โ€” 5 MCQs

๐Ÿ’ก

A) Model architecture

๐Ÿ”‘

B) Kya ek specific sample model keโ€ฆ

โšก

C) Model ka size

๐ŸŽฏ

D) Training time

Topic 6
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ”— Navigation

๐Ÿ”ฎ โฌ…๏ธ Previous: 24-Data-Provenance.md | โžก๏ธ Next: 26-Secure-Data-Pipeline.md
Comparison
โœจ

๐Ÿ“Š Extraction Attack Comparison

โš–๏ธ

Membership Inference: "Was X inโ€ฆ

โš–๏ธ

Model Inversion: "What does class lookโ€ฆ

โš–๏ธ

Verbatim Extraction: "What exact textโ€ฆ

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ”“ Topic 25: Training Data Extraction Attacks ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ”“ Topic 25: Training Data Extraction Attacks Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ”“ Topic 25: Training Data Extraction Attacks Complete

1/11
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