From data and training to generative AI and MLOps
The platform's AI content focuses on attacking and defending AI systems — but the AI/ML certifications (CompTIA AI+, AWS AI Practitioner, Google Cloud ML Engineer) also test how machine learning actually works: the types of learning, data preparation, model training and evaluation, generative AI and foundation models, the MLOps lifecycle, and the cloud platforms (SageMaker, Bedrock, Vertex AI) that run it all. This epoch builds that engineering foundation — the exam-objective bedrock beneath the AI security content.
A Machine Learning Lab
Machine Learning Fundamentals
The Data Pipeline
Data Science & Data Preparation
The Evaluation Bench
Model Training & Evaluation
A Large Language Model
Generative AI & Foundation Models
A Production ML System
MLOps & the ML Lifecycle
The Managed AI Cloud
Cloud AI Platforms