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Comparison · Infra & APIs
ddml vs nmfspalette
A side-by-side editorial comparison of ddml and nmfspalette — release velocity, themes, recent moves, and the top alternatives to consider.
ddml vs nmfspalette: at a glance
What is ddml?
Double machine learning in R keeps adding estimands and the inference to go with them.
ddml implements double and debiased machine learning estimators, with a stacking layer so the nuisance functions can be fit by an ensemble rather than a single learner. The estimand list has grown from partially linear models to average treatment effects, treatment effects on the treated, and local average treatment effects, and 0.3.0 added one-way clustered inference. The most recent release is maintenance: xgboost syntax, glmnet binomial predictions, weights in the flexible partially linear IV estimator.
What is nmfspalette?
A NOAA Fisheries colour palette that ships when the branding guide changes
nmfspalette supplies the NOAA Fisheries colour palette as an R package, for figures that have to follow agency branding. Its five releases track the branding guide rather than any software need: a first version in 2020, a breaking switch to CSS-compatible colour names in 2021, an update to the 2022 branding colours applied in July 2023, and a 2024 release whose stated purpose is to mint a DOI. There is no functionality here beyond supplying colours.
ddml vs nmfspalette: editorial side-by-side
ddml
0.0INFRA · APIS
Double machine learning in R keeps adding estimands and the inference to go with them.
◆ Current state
ddml implements double and debiased machine learning estimators, with a stacking layer so the nuisance functions can be fit by an ensemble rather than a single learner. The estimand list has grown from partially linear models to average treatment effects, treatment effects on the treated, and local average treatment effects, and 0.3.0 added one-way clustered inference. The most recent release is maintenance: xgboost syntax, glmnet binomial predictions, weights in the flexible partially linear IV estimator.
◆ Where it's heading
Two lines of work run in parallel. One extends what can be estimated, the other makes the estimates trustworthy under real data conditions, and the second is where the recent effort has gone: clustered standard errors, propensity score trimming, higher default fold counts, corrected ATE and LATE scores. Raising sample_folds and cv_folds to ten is a small change with a clear intent, trading compute for stability.
◆ Prediction
Clustered inference arrived one-way; two-way and multi-way clustering are the obvious continuation. The stacking layer is also accumulating edge-case handling, so expect more work on degenerate ensemble weights.
nmfspalette
0.0INFRA · APIS
A NOAA Fisheries colour palette that ships when the branding guide changes
◆ Current state
nmfspalette supplies the NOAA Fisheries colour palette as an R package, for figures that have to follow agency branding. Its five releases track the branding guide rather than any software need: a first version in 2020, a breaking switch to CSS-compatible colour names in 2021, an update to the 2022 branding colours applied in July 2023, and a 2024 release whose stated purpose is to mint a DOI. There is no functionality here beyond supplying colours.
◆ Where it's heading
This is a package whose release schedule is set outside the project — it changes when NOAA publishes new branding, and the 2022 guide took until 2023 to land here. The one release with real user impact was the 2021 breaking change, which replaced the branding guide's colour names with CSS-compatible ones and would have broken any code naming a colour directly. The DOI release indicates the maintainer expects it to be cited in publications, which is the natural end state for an agency-standard palette.
◆ Prediction
Expect the next release when NOAA Fisheries revises its branding guide again; on the 2022-to-2023 precedent, it will follow the guide by several months.
Alternatives to ddml and nmfspalette
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either ddml or nmfspalette.
Warp
Warp turned its quarter of software-factory essays into infrastructure you can buy.
Okta
Okta's developer blog is a Cross App Access campaign, now diluted by advocacy-team storytelling.
tealeaves
A leaf-temperature model that finished its job in 2020 and has stayed finished
Infisical
A credential platform assembled two or three pull requests at a time, never a headline
SigNoz
Search without knowing the field — SigNoz keeps lowering the cost of not knowing your schema
See all ddml alternatives → · See all nmfspalette alternatives →
Recent activity from ddml and nmfspalette
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 8mo agoddmlFixes for weighted FPLIV, binomial glmnet and empty stacking weights
- 1y agoddmlOne-way clustered inference and higher default fold counts
- 2y agonmfspaletteMinor updates and DOI
- 2y agoddmlPropensity score trimming added across the treatment effect estimators
- 2y agoddmlFixes permuted residuals returned by crossval
- 2y agoddmlATT and LATE estimators join the supported estimands
- 2y agonmfspaletteUpdate to new 2022 colors
- 5y agonmfspaletteRelease with CSS compatible names
- 5y agonmfspaletteRelease update to work with r-cmd-check
- 5y agonmfspaletteThe first release of nmfspalette
Frequently asked questions
What is the difference between ddml and nmfspalette?
They serve adjacent needs but don't currently overlap on shipped themes. ddml and nmfspalette are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is ddml better than nmfspalette?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ddml and nmfspalette are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to ddml?
Top ddml alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ddml alternatives" section above for the current picks, or visit /alternatives/ddml for the full list with editorial commentary on each.
What are the best alternatives to nmfspalette?
Top nmfspalette alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "nmfspalette alternatives" section above for the current picks, or visit /alternatives/nmfspalette for the full list with editorial commentary on each.