Deployment
2 visualsHow Containers Work
Step-by-step walkthrough of Docker containers — why they exist, how layers
and engines work, and why portability matters across dev, staging, and production.
How RESTful APIs Work
Beginner-friendly visual guide to REST — client-server communication, URL
anatomy, and the four HTTP verbs (GET, POST, PUT, DELETE).
Model Persistence
Serialise once, deploy anywhere — a visual guide to saving and loading
trained ML models using pickle, joblib, and ONNX across different
environments and frameworks.
Frameworks
2 visualsML Project Canvas
Interactive business canvas for scoping an ML-based recommender system —
covers problem framing, success metrics, data readiness, stakeholders,
risks, and ROI estimation.
ELT Workflow
Interactive walkthrough of a modern ELT pipeline — Extract, Load, Transform
stages, tool choices, and how data flows from source systems to an
analytics-ready warehouse.
Industry 4.0
2 visualsSmart Factory Simulation
Animated simulation of an Industry 4.0 smart factory demonstrating IoT
sensor integration and predictive maintenance workflows in a futuristic
cyberpunk aesthetic.
Neural Network Model Builder
Step-by-step animation of constructing and training a PyTorch feedforward
neural network for quality control — architecture, layers, and the
training loop visualised.