Adversarial ML Attacks: Evasion, Extraction & Inference

In development · enrolment sequence to be confirmed

LevelPractitioner

PrerequisitesFoundation or equivalent

StatusIn development

SpecificationDraft · not approved

EnrolmentNot yet open

01Overview

Evasion attacks, model extraction and membership inference methodology.

Domain scope · ASO

Systematic red teaming of AI systems, from prompt injection to full-scope agent exploitation, including adversarial ML, model fingerprinting and purple teaming.

Intended for: Red team specialists, adversarial ML researchers, penetration testers

02Planned topics

Planned · outcomes published with the specification

Evasion attacks
Model extraction methodology
Membership inference
The adversarial ML attack taxonomy

03Proposed case references

Source review pending

I-2

OpenAI/DeepSeek Model Distillation CampaignSource review · In review

Proposed connection, subject to source review. The specific connection between each case and the course content is published with the approved specification.

04Assessment

Format, duration, passing score and practical component are published with the approved specification.

05Instructor

TBA

Announced when appointed

Instructors are practitioners appointed against a written standard for the ASO domain.

How faculty are appointed →

06Related courses

Next on the Red team practitioner pathOC-FSRTFull-Scope AI Red Team Operations Previous on the pathOC-LLMPILLM Prompt Injection & Jailbreak Engineering In this domain · ExpertOC-AIFBBAI-Focused Bug Bounty & Exploit Research

Prerequisite forOC-FSRT Full-Scope AI Red Team Operations Expert

View all 9 planning codes in AI Security: Offensive & Red Teaming →

Interest registration opens later.

Notification rules and data handling are published before registration opens.

Request a team proposal

Quick factsDraft

Course code	OC-AMLA
Standard ID	Assigned at approval
Domain	ASO · AI Security: Offensive & Red Teaming
Level	Practitioner
Status	In development
Priority	Enrolment sequence to be confirmed
Prerequisites	OC-AIRT or OC-AISF.
Corpus source	I-2
Duration	To be confirmed
Delivery	To be confirmed
Pricing	To be confirmed
Session dates	To be confirmed
Instructor	Founding cohort — appointment pending
Specification	Draft · not yet issued

Official specification registerOC-AMLASpecification not yet issued

Version —Last reviewed —

This course is in active development. Duration, pricing, session dates and instructor are published when confirmed. Proposed case references, framework references, syllabus, labs and assessment are drafts until the course specification is approved.