Corporate AI & Technology Training Catalog

Model Security & AI in Cybersecurity AI and Machine Learning Model Security Fundamentals RuneLab Academy · 12 hours

Covers model extraction, membership inference, model inversion, poisoning and evasion attacks against machine learning and deep learning models using the MITRE ATLAS framework, along with practical defenses.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity Adversarial Machine Learning: Evasion Attacks and Robustness Defenses RuneLab Academy · 12 hours

Hands-on training on FGSM, PGD, Carlini & Wagner, AutoAttack and black-box evasion attacks using the IBM Adversarial Robustness Toolbox (ART), paired with adversarial training and certified robustness defenses.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity AI Data Poisoning and Backdoor Attacks in Training and Fine-Tuning RuneLab Academy · 12 hours

Teaches how to detect and prevent label flipping, clean-label poisoning and hidden backdoor/trojan attacks in training and fine-tuning datasets using spectral signatures, activation clustering and data sanitisation.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity Deep Learning Model Security: Architectures, Weights and Inference Protection RuneLab Academy · 18 hours

In-depth training on protecting vision, audio, biometric and multimodal deep neural networks against weight and architecture theft, feature reconstruction, sponge latency attacks and inference-layer compromises.

18 hours

Live Course

5 modules

Model Security & AI in Cybersecurity MLOps Security and DevSecOps for Machine Learning Pipelines RuneLab Academy · 12 hours

Teaches how to secure the end-to-end MLOps lifecycle—across data pipelines, Jupyter workspaces, MLflow, Kubeflow, model registries, CI/CD and KServe/Kubernetes serving—using Sigstore/Cosign, ModelScan and Zero Trust controls.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity LLM Application Security: OWASP Top 10 and Prompt Injection Defense RuneLab Academy · 12 hours

Covers the full OWASP Top 10 for LLM Applications—including direct and indirect prompt injection, improper output handling, unbounded consumption and sensitive data disclosure—from a secure software development (SSDLC) perspective.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity AI Red Teaming and Machine Learning Model Penetration Testing RuneLab Academy · 12 hours

Hands-on training on conducting end-to-end penetration tests against classical ML, deep learning and LLM APIs using MITRE ATLAS, Counterfit, ART, garak and PyRIT, and producing actionable pentest reports.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity AI Applications in Cybersecurity Operations and Defense RuneLab Academy · 12 hours

Hands-on training on applying machine learning and LLMs across cybersecurity—from phishing and malware detection to vulnerability prioritisation, cyber threat intelligence (CTI) analysis and SecOps assistants.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity AI-Driven Cyber Threat Detection for Endpoint, Network and Cloud RuneLab Academy · 12 hours

Teaches how to detect malware, ransomware, C2 traffic and multi-stage attack chains across EDR, NDR and cloud telemetry using behavioural machine learning, sequence models and graph analytics.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity Anomaly Detection with Machine Learning for Security and Operations RuneLab Academy · 12 hours

Teaches how to build unsupervised and semi-supervised anomaly detection pipelines on logs, network traffic and user behaviour (UEBA) using Isolation Forests, Autoencoders, time-series and graph methods while minimising false positives.

12 hours

Live Course

5 modules

Model Security & AI in Cybersecurity AI-Powered SIEM and Modern SOC Operations RuneLab Academy · 12 hours

Teaches how to integrate LLM assistants, natural-language-to-KQL/SPL query generation, automated alert enrichment, triage agents and incident summarisation safely into SIEM, SOAR and modern SOC operations.

12 hours

Live Course

5 modules