Analytics and ML Module Guide
More
Depth: Practitioner
Progress saves as you read. Mark sections complete as you go; your progress appears in the sidebar.
Follow Data Dora from messy sensor evidence to an inspectable decision record.
A sensor leaves messy evidence.
Dora makes the review step visible.
The result may change an alert or control choice.
The team explains why anyone should trust it.
Start With the Module
This section: Start With the Module — This guide maps the current learning path for Analytics & ML.
This guide maps the current learning path for Analytics & ML. The module contains 59 chapters, linked below in the order learners can study them.
Chapters by Part
This section: Chapters by Part
Edge Computing
- 2 Edge Acquisition: Device Architecture
- 3 Edge Acquisition: Control Paths and Bandwidth
- 4 Edge Acquisition: Power Budgets and Pipelines
- 5 Acquisition Timing and Buffer Contracts
- 6 Edge Data: Sampling and Statistical Compression
- 7 Edge Data: Semantic Compression and Pipelines
- 8 Time-Series Compression Audit Limits
- 9 Edge Acquisition: Power and Gateway Functions
- 10 Edge Acquisition: Missing Data and Field Design
- 11 Radio Gateway Aggregation
- 12 Edge Processing: Filtering Patterns
- 13 Edge Processing: Aggregation Decisions
- 14 Edge Processing: Stream Window Contracts
- 15 Edge Cyber-Foraging: Placement and Caching Decisions
- 16 Edge Cyber-Foraging: Cost and Energy Calculations
- 17 IoT Edge Models: Processing Levels
- 18 IoT Edge Models: Cold-Chain Processing
- 19 Applied: Edge Workload Placement
- 20 Practical Edge Computing: Workload Placement
- 21 Practical Edge Computing: Bandwidth and Inference Budgets
- 22 Edge Placement and Cost Contracts
Data Quality
Machine Learning
Anomaly Detection
Data & Sensor Fusion
Big Data & Cloud
Choose a Starting Point
This section: Choose a Starting Point — If this subject is new, follow the parts and chapters in the order shown above.
If this subject is new, follow the parts and chapters in the order shown above. If you already have a specific design or troubleshooting question, use the relevant part heading and open the direct chapter link whose title matches that question.
Use the sidebar and site search for supporting material; use this chapter map as your main route through the module.
How to Use This Material
This section: How to Use This Material
- Start with the first chapter in the relevant part when the topic is unfamiliar.
- Use direct chapter links for study plans, lab preparation, and review evidence.
Find help
3 reviewed answers.
Where should I start in a module?
Open the module page from the sidebar to see its chapters in order. Use the module map to return to a topic you need.
Modules and pathsReviewed
What can I try when a project does not work?
Check the symptom, then work through the diagnostic steps. Keep the error message and the smallest example that reproduces it.
When you are stuckReviewed
How do interactive examples work?
Use the interactive guide to check how examples and simulations work before changing your project.
Interactive examples guideReviewed