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Holistics vs mlr3filters

A side-by-side editorial comparison of Holistics and mlr3filters — release velocity, themes, recent moves, and the top alternatives to consider.

Holistics vs mlr3filters: at a glance

FeatureHolisticsmlr3filters
SectorAnalyticsAnalytics
Velocity score5.00.0
Sparks · 30d00
Top themesbusiness-intelligence, ai-governance, analytics-as-code, access-controlfeature-selection, mlr3, machine-learning, r-stats
Last editorial update1d ago5d ago
WebsiteVisit →Visit →

What is Holistics?

Holistics is adding governance to the AI layer it spent the summer building.

Holistics ships small, frequent notes - often one or two sentences - covering three strands at once: AI features in Explore and Chat, as-code control over presentation through AML, and workspace hygiene like file history and dark mode. The August entries turn to the AI layer's edges rather than its capabilities, with an AI user attribute for restricting what the assistant can reach. Several entries are barely a line long, so scope frequently has to be read from the headline.

Read the full Holistics trajectory →

What is mlr3filters?

mlr3filters grows one feature-selection filter at a time

mlr3filters provides feature-filter methods to mlr3. Its releases follow a consistent shape: one or two new filters, broader feature-type support on existing ones, and error-message work. Boruta and a univariate Cox filter arrived in 0.8.0; 0.9.0 extended Boruta to logical, factor and ordered features and moved param_set to an active binding.

Read the full mlr3filters trajectory →

Holistics vs mlr3filters: editorial side-by-side

Holistics logo
Holistics
ANALYTICS
5.0

Holistics is adding governance to the AI layer it spent the summer building.

◆ Current state

Holistics ships small, frequent notes - often one or two sentences - covering three strands at once: AI features in Explore and Chat, as-code control over presentation through AML, and workspace hygiene like file history and dark mode. The August entries turn to the AI layer's edges rather than its capabilities, with an AI user attribute for restricting what the assistant can reach. Several entries are barely a line long, so scope frequently has to be read from the headline.

◆ Where it's heading

The AI work has moved through a recognizable sequence: capability first with chart suggestions, then observability with AI Chat Insights for admins, and now access control with an AI-specific user attribute. Alongside it, Holistics keeps pulling presentation into AML - custom charts, theme palettes, currency formats - so the things analysts used to click are versioned as code. File history is the join between the two threads, giving every dashboard, model, and dataset its own restorable timeline.

◆ Prediction

With capability, visibility, and access control now in place for the AI layer, the next step is likely audit or policy depth - logging what the assistant answered against which data - rather than new AI surfaces.

M
mlr3filters
ANALYTICS
0.0

mlr3filters grows one feature-selection filter at a time

◆ Current state

mlr3filters provides feature-filter methods to mlr3. Its releases follow a consistent shape: one or two new filters, broader feature-type support on existing ones, and error-message work. Boruta and a univariate Cox filter arrived in 0.8.0; 0.9.0 extended Boruta to logical, factor and ordered features and moved param_set to an active binding.

◆ Where it's heading

This is incremental infrastructure that tracks mlr3's own conventions — cli printing, prototype-based dictionaries, featureless learners as defaults — while slowly widening which data types each filter accepts. Nothing in the recent history suggests a change of scope.

◆ Prediction

Expect another filter or two plus continued feature-type broadening, keeping pace with mlr3 core conventions.

Alternatives to Holistics and mlr3filters

Other Analytics 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 Holistics or mlr3filters.

See all Holistics alternatives → · See all mlr3filters alternatives →

Recent activity from Holistics and mlr3filters

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 2d agoHolisticsAI user attribute restricts AI access to sensitive data
  2. 16d agoHolisticsCustom currency and unit formats, per field
  3. 19d agoHolisticsFile history: per-file version timeline and restore
  4. 22d agoHolisticsCustom charts become AML code with GUI authoring
  5. 23d agoHolisticsColor palettes can be assigned at the theme level
  6. 27d agoHolisticsDate-range presets and typed shorthands
  7. 3mo agomlr3filtersFilter dictionary listing now uses prototypes
  8. 11mo agomlr3filtersBoruta handles logical, factor and ordered features
  9. 2y agomlr3filtersBoruta and univariate Cox filters added
  10. 3y agomlr3filtersMissing-value tagging and wider CarScore feature support
  11. 3y agomlr3filtersMissing-value checks and featureless learner defaults
  12. 3y agomlr3filtersSurvival CAR score filter and pipeline documentation

Frequently asked questions

What is the difference between Holistics and mlr3filters?

They serve adjacent needs but don't currently overlap on shipped themes. Holistics is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Holistics better than mlr3filters?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Holistics is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to Holistics?

Top Holistics alternatives in Analytics are ranked by recent ship velocity. Browse the "Holistics alternatives" section above for the current picks, or visit /alternatives/holistics for the full list with editorial commentary on each.

What are the best alternatives to mlr3filters?

Top mlr3filters alternatives in Analytics are ranked by recent ship velocity. Browse the "mlr3filters alternatives" section above for the current picks, or visit /alternatives/mlr3filters for the full list with editorial commentary on each.