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Retos y complejidades - Coggle Diagram
Retos y complejidades
Software
Complex model - Boundary erosion
Entanglement
Correction Cascades
Undeclared Consumers
Data dependencies
Unstable Data Dependencies
Underutilized Data Dependencies
Static Analysis of Data Dependencies
Feedback Loops
Direct Feedback Loops.
Hidden Feedback Loops
ML-System Anti-Patterns
Glue Code
Pipeline Jungles
Dead Experimental Codepaths
Common Smells
Plain-Old-Data Type
Multiple-Language
Prototype Smell
Configuration Debt
Changes in the External World
Fixed Thresholds in Dynamic Systems
Monitoring and Testing
Others
Data Testing Debt
Reproducibility
Process Management
Support
Full ML lifecyle
Accesibility
Science and engineering
Users not experts
Culture - Teams
Metodology dev
Dev - Product - Busineess
Hardware
Workload
Training and serving
Infraestructura and cost
Volume and scale Data
Metrics
Power, memory effiency, Latencia, Costs ..
Privacy, Security guarantees, Fairness ....
Models