wassname b2c666dbbf add wassname's 37-reasons checklist to refs/checklist.md ...

Quoted whole from the 2017 thread, since the article author asked to merge it
and never did. Verified line by line against the thread cache. Covers sample
size from a cumulative-mean plot, KLD/Dice on unbalanced data, augmentation
bounded by feature std, dummy metrics, jumpy validation loss, testing the
framework itself, activation swaps, and loss-curve shapes.

2026-08-15 06:40:45 +08:00

..

fpp3

add FPP3 (Hyndman & Athanasopoulos) scraped to markdown, 13 chapters + appendices

2026-07-26 10:21:48 +08:00

reports

add missing cache headers, warn on the unverified judge entries

2026-08-15 06:23:54 +08:00

[English (auto-generated)] Deep RL Bootcamp Lecture 6 Nuts and Bolts of Deep RL Experimentation [Do.txt

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

alexirpan_rl_hard.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

amid_fish_reproducing_deep_rl.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

andyljones_rl_debugging.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

axolotl_debugging.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

axolotl_training_stability.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

bekman_debug_utils_transformers.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

bekman_ml_engineering_instabilities.md

evidence: full text for tuning playbook, ml yearning, bekman, spinning up, qwen3

2026-08-15 06:07:11 +08:00

cleanrl_37_ppo_details.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

cs229_ml_advice.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

cs231n_neural_networks_3.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

domingos_2012_few_useful_things.md

evidence: full text for sculley 2015, lones 2021, domingos 2012

2026-08-14 21:13:11 +08:00

fsdl_spring2021_lecture7.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

goodfellow_ch11_practical_methodology.md

chore: include Goodfellow chapters (author encourages sharing)

2026-03-06 10:16:00 +08:00

goodfellow_ch15_representation_learning.md

chore: include Goodfellow chapters (author encourages sharing)

2026-03-06 10:16:00 +08:00

google_tuning_playbook.md

evidence: full text for tuning playbook, ml yearning, bekman, spinning up, qwen3

2026-08-15 06:07:11 +08:00

gwern_tank.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

gwern_unseeing.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

henderson_2018_deep_rl_matters.md

cite arxiv pdf, never abs

2026-08-15 06:14:10 +08:00

hf_llm_course_ch8_4_debugging_pipeline.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

joschu_nuts_and_bolts.md

Replace OCR-garbled Schulman cache with clean slide transcript

2026-06-25 10:31:39 +08:00

karpathy_common_mistakes_tweet_2018.md

folklore: add Karpathy common-mistakes tweet and Sculley CACE principle

2026-06-11 14:43:47 +08:00

karpathy_nanochat_experiments.md

evidence: full nanochat experiment log, not a deepwiki synthesis

2026-08-15 06:07:11 +08:00

karpathy_nn_zero_to_hero_lec4_diagnostics.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

karpathy_recipe_training_nn_2019.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

kidger_just_know_stuff.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

koaning_bad_labels.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

llm_judge_biases.md

add missing cache headers, warn on the unverified judge entries

2026-08-15 06:23:54 +08:00

lones_2021_ml_pitfalls.md

cite arxiv pdf, never abs

2026-08-15 06:14:10 +08:00

lucidrains_x_transformers_readme.md

folklore: add lucidrains transformer-stability item (QK-norm, post-emb LN)

2026-06-02 20:49:15 +08:00

mccandlish_2018_large_batch.md

cite arxiv pdf, never abs

2026-08-15 06:14:10 +08:00

nanda_highly_opinionated_ml_paper_writing.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

nanda_how_to_mech_interp.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

nanda_research_process_explore_understand_distill.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

nanda_research_process_key_mindsets.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

nanda_research_process_research_taste.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

nanda_research_process_shared_draft.md

drop the derived spinning-up notes, full-text the nanda draft

2026-08-15 06:21:37 +08:00

ng_ml_yearning_error_analysis.md

evidence: full text for tuning playbook, ml yearning, bekman, spinning up, qwen3

2026-08-15 06:07:11 +08:00

olah_research_taste_exercises.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

olsson_80000hours_ml_engineering_ai_safety.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

reddit_37_reasons_nn_6pfsyk.md

add wassname's 37-reasons checklist to refs/checklist.md

2026-08-15 06:40:45 +08:00

reddit_deeprl_bootcamp_2017_75m5vd.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_icml2017_tutorial_levine_6vcvu1.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_rl_debugging_tips_9sh77q.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_rl_practical_tips_7s8px9.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_rl_roadblocks_bzg3l2.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

reddit_schulman_nuts_bolts_5hereu.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

sanh_simple_considerations_hf_2021.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

schulman_nuts_bolts_deeprl_bootcamp_2017_subtitles.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00

sculley_2015_hidden_technical_debt.md

evidence: full text for sculley 2015, lones 2021, domingos 2012

2026-08-14 21:13:11 +08:00

slavv_37_reasons_nn.md

cache the 37-reasons reddit thread, which holds 13 checks the article never absorbed

2026-08-15 06:38:01 +08:00

spinningup_researcher.md

evidence: full text for tuning playbook, ml yearning, bekman, spinning up, qwen3

2026-08-15 06:07:11 +08:00

steinhardt_research_stochastic_decision_process.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

ulisse_how_to_get_good_at_programming.md

evidence: full text for nine blog and essay caches

2026-08-15 06:07:11 +08:00

unsloth_troubleshooting_faqs.md

restructure: quotes-first SKILL.md, synthesized playbook split out

2026-06-11 14:33:32 +08:00

wentworth_gears_level_models.md

evidence: full text for nine LessWrong and research-blog caches

2026-08-15 06:07:11 +08:00

williamfalcon_deeprl_hacks.md

initial: ML debugging folklore skill

2026-03-06 10:11:30 +08:00