Your AI application might be perfectly coded, yet still be vulnerable because of the model you downloaded, the dataset used to train it, or a third-party library you installed.

Welcome to Video 31 of The Techzeen's AI Driven Cyber Security Complete Course 2026!

In this lecture, we explore AI Supply Chain Security and learn how AI Security Engineers verify model origins, validate model checkpoints, track Hugging Face model and dataset lineage, and secure third-party dependencies before deploying AI systems into production.

WHAT YOU WILL LEARN
1. AI Supply Chain Security
Understand the components involved in building, training, deploying, and operating AI systems, including models, datasets, libraries, APIs, and plugins.

2. Base Model Checkpoint Validation
Learn how to verify model publishers, trusted sources, file integrity, cryptographic hashes, digital signatures, and safer model-loading practices.

3. Hugging Face Model and Dataset Lineage
Explore model cards, dataset origins, commit histories, licenses, provenance, and why pinning a specific revision is safer than blindly trusting the latest version.

4. Dependency and Integration Security
Understand Python package vulnerabilities, dependency version pinning, API key protection, third-party integrations, and controlled updates.

5. Common AI Supply Chain Threats
Learn about tampered model weights, poisoned datasets, malicious libraries, unsafe model-loading code, vulnerable dependencies, and exposed credentials.

6. AI Supply Chain Security Best Practices
Discover how to maintain component inventories, review provenance, monitor changes, and establish repeatable security approval processes before production deployment.

YOUR LEARNING OUTCOME
Learn how to assess the provenance, integrity, and security of AI models, datasets, and dependencies before trusting them in a production application.

PHASE 4: SECURING AI SYSTEMS (LLM SECURITY)

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CONNECT & LEARN
Website:
https://www.thetechzeen.com/

Full AI-Driven Cyber Security Playlist:
https://www.youtube.com/playlist?list=PLMnWzLCjYQQk

Lecture Notes:
https://github.com/farzeen-ali/AI-Driven-Cyber-Security

Cyber Security WhatsApp Community:
https://whatsapp.com/channel/0029VbCpEz6JkK75tDMYj43M

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