Sdam071 Apr 2026
Question 8 — Data Preparation and Feature Engineering (23 marks) a) You are given a mixed dataset (numerical, categorical, timestamps). Outline a concrete preprocessing pipeline suitable for modeling, including encoding, scaling, and handling time features. Provide brief justification for each step. (14 marks) b) Design two new features (name + formula or construction) that could improve model performance for a predictive task and explain why. (9 marks)
Duration: 2 hours Total marks: 100
Question 9 — Modeling & Evaluation (23 marks) a) Compare and contrast two model families covered in SDAM071 (choose from: linear models, tree-based models, ensemble methods, neural networks). Discuss strengths, weaknesses, and typical use cases. (12 marks) b) Given an imbalanced binary classification problem, propose a complete evaluation strategy (metrics, validation scheme, and any resampling or thresholding approaches). Explain why each choice is appropriate. (11 marks) sdam071
Nice write up – where can I get the vulnerable app? I checked IOLO’s website and the exploitdb but I can’t find 5.0.0.136
For “System Shield AntiVirus and AntiSpyware” you’ll need to run the downloader which downloads the main installation package but then you’ll need to also request a license. Best just to download “System Mechanic Pro” and install as a trial, this downloads the entire package and no license is required for installation
http://download.iolo.net/sm/15/pro/en/iolo/trial/SystemMechanicPro_15.5.0.61.exe
Hello.
Thanks for this demonstration!
I have a question. With this exploit, can we access to the winlogon.exe and open a handle for read and write memory?
Kind regards,
Yes you can as “SeDebugPrivilege” is also enabled
Why doesn’t it work with csrss.exe?
pHandle = OpenProcess(PROCESS_VM_READ, 0, 428); //my csrss PID
printf(“> pHandle: %d || %s\n”, pHandle, pHandle);
i got: 0 || (null)
It should work, most likely haven’t got the necessary privilege
Oh yes, thanks. But can you help me with “SeDebugPrivilege”. What offset?
Kind regards,
The SeDebugPrivilege is already enabled in this exploit, what you can do it use a previous exploit of mine which uses shellcode being injected in the winlogon process.
Thanks for nice write up. I want to study this case, so I’ve downloaded the link
http://download.iolo.net/sm/15/pro/en/iolo/trial/SystemMechanicPro_15.5.0.61.exe.
And opened amp.sys file with IDA pro, but I could not find the code related to ctl code 0x00226003. How can I find it?
Best just do a text search for 226003 and only one entry will be listed
Thanks! I found with its hex byte ’03 60 22′ in IDA search and reached vulnerable function.