Interactive Course Visuals

Click any card to open the interactive visual in your browser.

Deployment Frameworks Industry 4.0

Deployment

2 visuals
How 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.
Docker containers isolation
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How RESTful APIs Work
Beginner-friendly visual guide to REST — client-server communication, URL anatomy, and the four HTTP verbs (GET, POST, PUT, DELETE).
REST HTTP API
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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.
pickle joblib ONNX
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Frameworks

2 visuals
ML Project Canvas
Interactive business canvas for scoping an ML-based recommender system — covers problem framing, success metrics, data readiness, stakeholders, risks, and ROI estimation.
ML project planning canvas
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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.
ELT data pipeline warehouse
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Industry 4.0

2 visuals
Smart Factory Simulation
Animated simulation of an Industry 4.0 smart factory demonstrating IoT sensor integration and predictive maintenance workflows in a futuristic cyberpunk aesthetic.
IoT predictive maintenance simulation
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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.
PyTorch deep learning quality control
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