Same-epoch comparison of training runs across wandb, neptune, tensorboard, or mlflow. Aligns runs at the student's current step (never current-vs-final-of-baseline) and separates proxy metrics from downstream targets. Use when the user asks to compare runs, check if a run is improving, track lag against a baseline, rank experiments, or evaluate run-vs-run performance.
日本語の概要は準備中です。原文の説明を表示しています。
fcakyon/phd-skills☆ 4162026年9月16日 更新
Use when the user wants to analyze dataset bias, create stratified samples, evaluate fairness, or plan dataset collection. Triggers on phrases like "dataset bias", "stratified sample", "class imbalance", "data distribution", "fairness analysis", or "ethical review".
日本語の概要は準備中です。原文の説明を表示しています。
fcakyon/phd-skills☆ 4162026年9月16日 更新
Evidence-before-action diagnosis of failing ML experiments. Probes the system before guessing causes, process list, dmesg, GPU stats, log scrollback, checkpoint state, then states a hypothesis as a hypothesis and runs a smoke before claiming a root cause. Use when the user asks why a run is failing, diverging, OOMing, hanging, slow, producing weird metrics, has crashed, or asks to debug, diagnose, troubleshoot, or investigate a training issue.
日本語の概要は準備中です。原文の説明を表示しています。
fcakyon/phd-skills☆ 4162026年9月16日 更新
Use when the user wants to design experiments, plan ablation studies, structure baselines, or create incremental evaluation strategies. Triggers on phrases like "design ablation", "plan experiment", "what experiments should I run", "baseline comparison", or "experiment matrix".
日本語の概要は準備中です。原文の説明を表示しています。
fcakyon/phd-skills☆ 4162026年9月16日 更新
Pre-flight checklist for long-running ML training jobs covering config diff, run naming, path verification, monitoring setup, and restart-cleanup. Use when the user asks to launch, kick off, start, restart, or kill a training run, or mentions launching a multi-hour or multi-day GPU job (python train, accelerate launch, torchrun, deepspeed, sbatch, tmux training).
日本語の概要は準備中です。原文の説明を表示しています。
fcakyon/phd-skills☆ 4162026年9月16日 更新
Use when the user wants to find related work, survey a research area, identify literature gaps, or discover open-source implementations. Triggers on phrases like "find papers on", "related work", "literature review", "what papers exist", "open source implementation", or "papers with code".
日本語の概要は準備中です。原文の説明を表示しています。
fcakyon/phd-skills☆ 4162026年9月16日 更新