Machine Learning Privacy Yang Zhang

News

09.08.2022

MLP score is available on LSF

Dear All,

The MLP score is available on LSF now, please check it.

Best,

Zheng.

11.07.2022

Zoom Link for Oral Exam

Dear all, 

We will use the following zoom link for your oral exam :D

 

Yang Zhang is inviting you to a scheduled Zoom meeting.

Topic: MLP22 Oral Exam
Time: This is a recurring meeting Meet anytime

Join Zoom Meeting
... Read more

Dear all, 

We will use the following zoom link for your oral exam :D

 

Yang Zhang is inviting you to a scheduled Zoom meeting.

Topic: MLP22 Oral Exam
Time: This is a recurring meeting Meet anytime

Join Zoom Meeting
https://cispa-de.zoom.us/j/92884966745?pwd=QW1iVWZCZVRBakxxNzB5d1NpYS9FUT09

Meeting ID: 928 8496 6745
Passcode: p&B8NN
One tap mobile
+496971049922,,92884966745# Germany
+496950502596,,92884966745# Germany

Dial by your location
        +49 69 7104 9922 Germany
        +49 695 050 2596 Germany
Meeting ID: 928 8496 6745
Find your local number: https://cispa-de.zoom.us/u/acgMhgrlTI


Privacy Notice:
Please refer to https://cispa.de/en/data-privacy-policy-zoom for our privacy notice regarding the use of Zoom at CISPA

11.07.2022

Schedule for Oral Exam

Dear all,

The oral exam will happen in the next two weeks.

You can mark the time slot of your oral exam via the link below:

https://doodle.com/meeting/participate/id/eX69qyvb

Please note that each participant should only *SELECT ONE* slot in the... Read more

Dear all,

The oral exam will happen in the next two weeks.

You can mark the time slot of your oral exam via the link below:

https://doodle.com/meeting/participate/id/eX69qyvb

Please note that each participant should only *SELECT ONE* slot in the pool.

Also, please fill in your name and your email address when you book the time slot.

The deadline for marking the slot is *14 Jul 2022, 11:59 PM*.

If you have any questions, please feel free to ask the TAs.

Best,

Xinlei

30.05.2022

The lecture on June 6th is canceled

Dear all,

Since Yang is travelling for a conference next week, the lecture on 06.06 is canceled. 

Best,

Boyang 

15.05.2022

The lecture on May 16th starts at 1pm

Dear all,

Due to an emergent meeting of Yang, tomorrow’s lecture (May 16th) will be shortened from 1pm to 2pm.

Best,

Zheng.

 

25.04.2022

kick-off and chapter 1 slides available in Information material

Hi all,

the slides for kick-off and chapter 1 are in Information->materials.

Cheers,

Yang

10.04.2022

first lecture

Hi all,

the first lecture will happen on April 25th. Zoom information will follow in the coming days.

Show all
 

Machine Learning Privacy

 

Overview


This course will cover the topic of machine learning privacy

  • Membership inference
  • Dataset reconstruction
  • Attribute inference
  • Graph neural network privacy
  • Contrastive learning privacy

Prerequisites


  • Basic knowledge of machine learning and data mining
  • Security background is not needed

 

Logistics


Location: Online via Zoom

Lecturers: Yang Zhang

Assistants: Zheng Li (zheng.li@cispa.de), Yugeng Liu (yugeng.liu@cispa.de), Boyang Zhang (boyang.zhang@cispa.de), Xinlei He (xinlei.he@cispa.de)

Time: Monday 12:30 - 14:00

Contact: Zheng Li (zheng.li@cispa.de)

Office hour: Tuesday, 13:30-16:30; Friday, 13:30-16:30, 3.19 (Please send emails for an appointment beforehand!)

 

Schedule


- April 11th, No Lecture

- April 18th, Holiday

- April 25th, Membership Inference 1

- May 2nd, Membership Inference 2

- May 9th, Membership Inference 3 + Data Reconstruction 1

- May 16th, Data Reconstruction 2

- May 23rd, Data Reconstruction 3

- May 30th, Attribute Inference 1

- June 6th, Holiday

- June 13th, Attribute Inference 2

- June 20th, GNN privacy and security (Xinlei He)

- June 27th, Contrastive learning privacy and security (Xinlei He)

- July 4th, ML-doctor (Yugeng Liu); Multi-exit privacy (Zheng Li)

- July 11th, QA

Grading


The course will be graded by 100% oral exam.



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