MDSection 38 of 38 · 10 subtopics
LLM Research
How to experiment, ablate, benchmark, and push the field forward.
Learning path
Work through each subtopic in order. Click any file below to open its lesson. Track your progress with the checkbox at the bottom.
Subtopics
Each subtopic includes a concise explanation, code examples, and references.
01
Research Papers
Paper-to-concept map.
research-papers
02
Paper Reproduction
Experiment checklist.
paper-reproduction
03
Experiment Design
Experiment builder.
experiment-design
04
Dataset Design
Dataset composition dashboard.
dataset-design
05
Architecture Experiments
Model configuration laboratory.
architecture-experiments
06
Ablation Studies
Feature/component toggle matrix.
ablation-studies
07
Benchmark Design
Evaluation-suite builder.
benchmark-design
08
Model Comparison
Side-by-side model laboratory.
model-comparison
09
Training Experiments
Experiment dashboard.
training-experiments
10
Inference Experiments
Inference benchmark laboratory.
inference-experiments