Model Compression Optimization
Notes on Model Compression Optimization for ML platform / Applied AI interview preparation. The file index below shows what's in scope; click through to the individual notes for the depth.
Interview talking points
- This is a sub-topic under Fine-Tuning-Foundational-Models. See the parent for the broader interview framing.
Files in this folder
| File | Title |
|---|---|
| 05-distillation_business_weighted_error_mangaassist.md | Distillation Business-Weighted Error Score (MangaAssist) |
| 05-distillation_numerical_worked_examples_mangaassist.md | Knowledge Distillation — Numerical Worked Examples (MangaAssist) |
| 05-knowledge-distillation-pipeline.md | 05. Knowledge Distillation Pipeline — Compressing Large Models into Production-Ready Students |
| 05-knowledge_distillation_scenarios_mangaassist.md | Knowledge Distillation Scenarios - MangaAssist |
| 05-mangaassist_distillation_dry_run_intuition.md | MangaAssist Knowledge Distillation — Numerical Dry Runs, Critical Calculations, and Scale Intuition |
| 05-mangaassist_distillation_failure_scenarios_scale.md | MangaAssist Knowledge Distillation at Scale |
| 05-mangaassist_distillation_solution_decisions.md | MangaAssist Knowledge Distillation at Scale |
| 05-mangaassist_kd_prompt_improved_libraries_hardware.md | MangaAssist Knowledge Distillation — Improved Prompt + Expanded Library and Hardware Guide |
| 05-mangaassist_knowledge_distillation_expanded.md | MangaAssist Knowledge Distillation — Production Dry Run, Library Comparison, and Hardware Playbook |
| 05-student_calibration_and_quality_metrics_mangaassist.md | Student Calibration & Quality Metrics — Knowledge Distillation (MangaAssist) |
| 05-teacher_rotation_strategy_mangaassist.md | Teacher Rotation Strategy — Knowledge Distillation (MangaAssist) |
| 15-mixture-of-experts-routing.md | 15. Mixture of Experts (MoE) — Specialized Sub-Model Routing for MangaAssist |
| 15-mixture_of_experts_scenarios_mangaassist.md | Mixture of Experts Scenarios - MangaAssist |
| README.md | Model Compression & Optimization — Folder Index |
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