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Seth Hendrickson commented on SPARK-21152:
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cc [~dbtsai] [~mlnick] [~srowen]
BT
Seth Hendrickson created SPARK-21152:
Summary: Use level 3 BLAS operations in LogisticAggregator
Key: SPARK-21152
URL: https://issues.apache.org/jira/browse/SPARK-21152
Project: Spark
Iss
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Seth Hendrickson commented on SPARK-21152:
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[~yanboliang] I can do performance t
Seth Hendrickson created SPARK-21245:
Summary: Resolve code duplication for classification/regression
summarizers
Key: SPARK-21245
URL: https://issues.apache.org/jira/browse/SPARK-21245
Project: S
Seth Hendrickson created SPARK-21405:
Summary: Add LBFGS solver for GeneralizedLinearRegression
Key: SPARK-21405
URL: https://issues.apache.org/jira/browse/SPARK-21405
Project: Spark
Issu
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Seth Hendrickson commented on SPARK-21405:
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cc [~yanboliang] [~actuaryzhang]
I'
Seth Hendrickson created SPARK-21406:
Summary: Add logLikelihood to GLR families
Key: SPARK-21406
URL: https://issues.apache.org/jira/browse/SPARK-21406
Project: Spark
Issue Type: Sub-tas
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Seth Hendrickson commented on SPARK-21405:
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Good point, Nick. Though convenientl
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Seth Hendrickson updated SPARK-21245:
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Labels: starter (was: )
Priority: Minor (was: Major)
> Resolve code duplication f
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Seth Hendrickson commented on SPARK-4240:
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I had done some work on this in the pas
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Seth Hendrickson commented on SPARK-16235:
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To be clear, we are talking about ML
Seth Hendrickson created SPARK-16404:
Summary: LeastSquaresAggregator in Linear Regression serializes
unnecessary data
Key: SPARK-16404
URL: https://issues.apache.org/jira/browse/SPARK-16404
Proje
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Seth Hendrickson commented on SPARK-16404:
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cc [~dbtsai] I looked in to using th
Seth Hendrickson created SPARK-18036:
Summary: Decision Trees do not handle edge cases
Key: SPARK-18036
URL: https://issues.apache.org/jira/browse/SPARK-18036
Project: Spark
Issue Type: B
Seth Hendrickson created SPARK-18060:
Summary: Avoid unnecessary standardization in multinomial logistic
regression training
Key: SPARK-18060
URL: https://issues.apache.org/jira/browse/SPARK-18060
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https://issues.apache.org/jira/browse/SPARK-15784?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15623661#comment-15623661
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Seth Hendrickson commented on SPARK-15784:
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This seems like it fits the framewor
Seth Hendrickson created SPARK-18253:
Summary: ML Instrumentation logging requires too much manual
implementation
Key: SPARK-18253
URL: https://issues.apache.org/jira/browse/SPARK-18253
Project: S
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https://issues.apache.org/jira/browse/SPARK-17138?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15633627#comment-15633627
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Seth Hendrickson commented on SPARK-17138:
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[~yanboliang] Can you mark this as r
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Seth Hendrickson edited comment on SPARK-15581 at 11/3/16 9:28 PM:
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Seth Hendrickson commented on SPARK-15581:
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I think the points you mention are v
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Seth Hendrickson commented on SPARK-18081:
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[~yunn] Do you have a status update
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Seth Hendrickson commented on SPARK-18081:
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No worries, just wanted to check in
Seth Hendrickson created SPARK-18276:
Summary: Some ML training summaries are not copied when {{copy()}}
is called.
Key: SPARK-18276
URL: https://issues.apache.org/jira/browse/SPARK-18276
Project:
Seth Hendrickson created SPARK-18282:
Summary: Add model summaries for Python GMM and BisectingKMeans
Key: SPARK-18282
URL: https://issues.apache.org/jira/browse/SPARK-18282
Project: Spark
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Seth Hendrickson commented on SPARK-18316:
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Much appreciated [~josephkb]!
> Spa
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Seth Hendrickson commented on SPARK-18321:
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I've taken a look at the new LSH add
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Seth Hendrickson updated SPARK-18366:
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Component/s: PySpark
ML
> Add handleInvalid to Pyspark for QuantileDiscr
Seth Hendrickson created SPARK-18366:
Summary: Add handleInvalid to Pyspark for QuantileDiscretizer and
Bucketizer
Key: SPARK-18366
URL: https://issues.apache.org/jira/browse/SPARK-18366
Project:
Seth Hendrickson created SPARK-18369:
Summary: Deprecate runs in Pyspark mllib KMeans
Key: SPARK-18369
URL: https://issues.apache.org/jira/browse/SPARK-18369
Project: Spark
Issue Type: Im
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Seth Hendrickson commented on SPARK-18320:
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I scanned through the {{@Since("2.1.
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Seth Hendrickson edited comment on SPARK-18320 at 11/8/16 11:23 PM:
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Seth Hendrickson resolved SPARK-18369.
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Resolution: Not A Problem
> Deprecate runs in Pyspark mllib KMeans
> --
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Seth Hendrickson commented on SPARK-18369:
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There is a deprecation note for Pyth
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Seth Hendrickson commented on SPARK-18321:
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In the current Spark Java docs here:
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Seth Hendrickson commented on SPARK-18392:
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[~josephkb] I wasn't sure where to a
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Seth Hendrickson commented on SPARK-18321:
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So I generated the API docs between
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Seth Hendrickson commented on SPARK-18392:
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Thank you for clarifying, I see it n
Seth Hendrickson created SPARK-18456:
Summary: Use matrix abstraction for LogisitRegression coefficients
during training
Key: SPARK-18456
URL: https://issues.apache.org/jira/browse/SPARK-18456
Pro
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https://issues.apache.org/jira/browse/SPARK-9478?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Seth Hendrickson updated SPARK-9478:
Summary: Add sample weights to Random Forest (was: Add class weights to
Random Forest)
> A
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Seth Hendrickson commented on SPARK-9478:
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I'm going to work on submitting a PR fo
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Seth Hendrickson commented on SPARK-17772:
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Please do, thanks!
> Add helper tes
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Seth Hendrickson commented on SPARK-8971:
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I've got an improved version of the ori
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Seth Hendrickson commented on SPARK-7129:
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Creating this initially as a Spark pack
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Seth Hendrickson commented on SPARK-8971:
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I meant label column. Sorry for the con
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Seth Hendrickson commented on SPARK-15181:
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I will submit a PR for this soon.
>
Seth Hendrickson created SPARK-15181:
Summary: Python API for Generalized Linear Regression Summary
Key: SPARK-15181
URL: https://issues.apache.org/jira/browse/SPARK-15181
Project: Spark
Seth Hendrickson created SPARK-15186:
Summary: Add user guide for Generalized Linear Regression.
Key: SPARK-15186
URL: https://issues.apache.org/jira/browse/SPARK-15186
Project: Spark
Iss
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Seth Hendrickson commented on SPARK-15186:
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I will work on this.
> Add user gui
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Seth Hendrickson updated SPARK-15186:
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Priority: Minor (was: Major)
> Add user guide for Generalized Linear Regression.
> -
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Seth Hendrickson commented on SPARK-14815:
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SGTM
> ML, Graph, R 2.0 QA: Update
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Seth Hendrickson commented on SPARK-15186:
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I have a PR for this once
[SPARK-14
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Seth Hendrickson commented on SPARK-15243:
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I'll submit a PR shortly.
> Binariz
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Seth Hendrickson commented on SPARK-15243:
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Thanks, I'll take a look at those!
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Seth Hendrickson commented on SPARK-15181:
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Thanks, I thought I had searched for
Seth Hendrickson created SPARK-15394:
Summary: ML user guide typos and grammar audit
Key: SPARK-15394
URL: https://issues.apache.org/jira/browse/SPARK-15394
Project: Spark
Issue Type: Bug
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https://issues.apache.org/jira/browse/SPARK-7159?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15294372#comment-15294372
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Seth Hendrickson commented on SPARK-7159:
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[~dbtsai][~josephkb] I'd like to take t
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Seth Hendrickson edited comment on SPARK-7159 at 5/20/16 10:17 PM:
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Seth Hendrickson commented on SPARK-22433:
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The main problem I see is that we pu
Seth Hendrickson created SPARK-22461:
Summary: Move Spark ML model summaries into a dedicated package
Key: SPARK-22461
URL: https://issues.apache.org/jira/browse/SPARK-22461
Project: Spark
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https://issues.apache.org/jira/browse/SPARK-23704?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16520832#comment-16520832
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Seth Hendrickson commented on SPARK-23704:
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Instead of
{code:java}
model.trees[
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Seth Hendrickson commented on SPARK-24579:
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Hmm... Am I the only one who cannot
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https://issues.apache.org/jira/browse/SPARK-17136?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15819062#comment-15819062
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Seth Hendrickson commented on SPARK-17136:
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I'm interested in working on this ta
Seth Hendrickson created SPARK-19313:
Summary: GaussianMixture throws cryptic error when number of
features is too high
Key: SPARK-19313
URL: https://issues.apache.org/jira/browse/SPARK-19313
Proj
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https://issues.apache.org/jira/browse/SPARK-17139?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15857230#comment-15857230
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Seth Hendrickson commented on SPARK-17139:
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[~josephkb] Is [this more or less wh
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Seth Hendrickson commented on SPARK-17139:
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Seems like a reasonable way to solve
Seth Hendrickson created SPARK-19591:
Summary: Add sample weights to decision trees
Key: SPARK-19591
URL: https://issues.apache.org/jira/browse/SPARK-19591
Project: Spark
Issue Type: Sub-
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Seth Hendrickson commented on SPARK-9478:
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[~josephkb] Done. Thanks for your feedb
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Seth Hendrickson commented on SPARK-18392:
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I would pretty strongly prefer to fo
Seth Hendrickson created SPARK-19745:
Summary: SVCAggregator serializes coefficients
Key: SPARK-19745
URL: https://issues.apache.org/jira/browse/SPARK-19745
Project: Spark
Issue Type: Imp
Seth Hendrickson created SPARK-19746:
Summary: LogisticAggregator is inefficient in indexing
Key: SPARK-19746
URL: https://issues.apache.org/jira/browse/SPARK-19746
Project: Spark
Issue T
Seth Hendrickson created SPARK-19747:
Summary: Consolidate code in ML aggregators
Key: SPARK-19747
URL: https://issues.apache.org/jira/browse/SPARK-19747
Project: Spark
Issue Type: Improv
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Seth Hendrickson commented on SPARK-19747:
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BTW, I have a rough prototype which
Seth Hendrickson created SPARK-19762:
Summary: Implement aggregator/loss function hierarchy and apply to
linear regression
Key: SPARK-19762
URL: https://issues.apache.org/jira/browse/SPARK-19762
P
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https://issues.apache.org/jira/browse/SPARK-17471?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15477841#comment-15477841
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Seth Hendrickson commented on SPARK-17471:
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[~yanboliang] I guess it can be seen
Seth Hendrickson created SPARK-17476:
Summary: Proper handling for unseen labels in logistic regression
training.
Key: SPARK-17476
URL: https://issues.apache.org/jira/browse/SPARK-17476
Project: S
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Seth Hendrickson commented on SPARK-17471:
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[~yanboliang] Do you have any update
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Seth Hendrickson commented on SPARK-17134:
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Hmm, it would be nice to see this vs
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Seth Hendrickson commented on SPARK-17134:
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This makes sense. In my initial test
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Seth Hendrickson edited comment on SPARK-17134 at 9/23/16 6:09 AM:
Seth Hendrickson created SPARK-17748:
Summary: One-pass algorithm for linear regression with L1 and
elastic-net penalties
Key: SPARK-17748
URL: https://issues.apache.org/jira/browse/SPARK-17748
Pr
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Seth Hendrickson commented on SPARK-17748:
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I am working on this currently. The
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Seth Hendrickson edited comment on SPARK-17748 at 9/30/16 7:16 PM:
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Seth Hendrickson edited comment on SPARK-17748 at 9/30/16 7:16 PM:
Seth Hendrickson created SPARK-17772:
Summary: Add helper testing methods for instance weighting
Key: SPARK-17772
URL: https://issues.apache.org/jira/browse/SPARK-17772
Project: Spark
Iss
Seth Hendrickson created SPARK-17789:
Summary: Don't force users to set k for KMeans if initial model is
set
Key: SPARK-17789
URL: https://issues.apache.org/jira/browse/SPARK-17789
Project: Spark
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Seth Hendrickson commented on SPARK-17792:
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I'll have a PR shortly.
> L-BFGS so
Seth Hendrickson created SPARK-17792:
Summary: L-BFGS solver for linear regression does not accept
general numeric label column types
Key: SPARK-17792
URL: https://issues.apache.org/jira/browse/SPARK-17792
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Seth Hendrickson updated SPARK-17789:
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Description:
In the initial implementation of initalModel, we allow users to set the init
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Seth Hendrickson commented on SPARK-17789:
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When the model is fit, the initial m
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Seth Hendrickson commented on SPARK-17824:
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[~yanboliang] Can you please post yo
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Seth Hendrickson edited comment on SPARK-17824 at 10/7/16 3:42 PM:
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Seth Hendrickson commented on SPARK-17824:
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Thank you for clarifying
> QR solve
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https://issues.apache.org/jira/browse/SPARK-17140?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Seth Hendrickson resolved SPARK-17140.
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Resolution: Invalid
MultinomialLogisticRegression was elminated in
SPARK-[17163|https:
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https://issues.apache.org/jira/browse/SPARK-17139?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15563729#comment-15563729
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Seth Hendrickson commented on SPARK-17139:
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[~WeichenXu123] Status?
> Add model
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https://issues.apache.org/jira/browse/SPARK-9478?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15563919#comment-15563919
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Seth Hendrickson commented on SPARK-9478:
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I'm going to revive this, and hopefully
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https://issues.apache.org/jira/browse/SPARK-17772?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15564174#comment-15564174
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Seth Hendrickson commented on SPARK-17772:
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I'm working on this.
> Add helper t
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https://issues.apache.org/jira/browse/SPARK-17906?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15572154#comment-15572154
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Seth Hendrickson commented on SPARK-17906:
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We are adding model summaries that w
Seth Hendrickson created SPARK-17941:
Summary: Logistic regression test suites should use weights when
comparing to glmnet
Key: SPARK-17941
URL: https://issues.apache.org/jira/browse/SPARK-17941
P
Seth Hendrickson created SPARK-18019:
Summary: Log instrumentation in GBTs
Key: SPARK-18019
URL: https://issues.apache.org/jira/browse/SPARK-18019
Project: Spark
Issue Type: Sub-task
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https://issues.apache.org/jira/browse/SPARK-23437?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16368109#comment-16368109
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Seth Hendrickson commented on SPARK-23437:
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TBH, this seems like a pretty reason
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