AI & Data

Training: Data Security in AI Projects

An advanced, hands-on course focused on key aspects of data protection in AI projects.

Duration
6h
Ask about the program → See all
Who it's for

Ideal for teams that…

1 AI and Data Science Engineers
2 Customer Support Teams
3 AI Project Managers
4 Developers working on AI-powered projects
5 Data Analysts interested in security aspects
6 Computer Science and Mathematics students
Outcomes after the program

Hands-on AI and data analytics workshops — built around your team's real cases.

✓

A comprehensive approach to data protection in AI projects

✓

How to identify and mitigate security vulnerabilities in AI systems

✓

Practical techniques for securing models and datasets

✓

How to implement privacy standards and protect sensitive information

Program · 6 modules

What we actually do

M01
Introduction to AI Data Security
  • · Analysis of key security threats in AI projects
  • · Overview of common attack vectors on AI systems
  • · Review of legal and regulatory frameworks (GDPR, RODO)
M02
Data Protection Techniques
  • · Encryption methods for data storage and transfer
  • · Data anonymization and pseudonymization techniques
  • · Differential privacy methods
  • · Federated learning techniques to enhance privacy
  • · Hands-on workshop: Implementing secure data preprocessing
M03
Practical Workshop – Model Vulnerability Analysis
  • · Identifying security gaps in machine learning models
  • · Tools for automated attack detection
  • · Practical adversarial example attacks
  • · Defense techniques against AI model attacks
M04
Securing Models and Algorithms
  • · Methods for protecting AI intellectual property
  • · Techniques for safeguarding algorithms against unauthorized access
  • · Case studies: Real-world security breach scenarios
  • · Incident response procedures
M05
Privacy and Ethics in AI
  • · Principles of Privacy by Design in AI systems
  • · Ethical aspects of processing personal data
  • · Consent management and access control mechanisms
M06
Final Workshop – Comprehensive Security Project
  • · Developing a complete security strategy for an AI project
  • · Simulating security breach scenarios
  • · Designing a risk mitigation plan
Every module is adapted to your stack and context. The above is a starting point — not a fixed agenda.
How we work

From brief to retro in 30 days.

01

Brief & diagnosis

A call with the team lead + a short survey for participants. We define goals, gap and context.

02

Program customization

We adapt modules, case studies and code examples to your stack. Approval in 5 days.

03

Workshop

Trainer-led sessions, hands-on, code review. Mentor available between sessions too.

04

Retro + report

Outcome report for the team and lead. 30 days of consulting included.

Inquiry

Send a brief. We'll reply within 1 day.

After a short brief we'll prepare a program and a quote. No obligations — it's just a starting point.

✓Quote within 48h of the brief
✓First session within 30 days
✓Pilot before the full decision
✓VAT invoice, payment in instalments possible

Ochrona antyspamowa (Cloudflare Turnstile) zostanie aktywowana po wpięciu klucza.

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