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Aleksey Zinoviev updated IGNITE-10575:
--
Priority: Minor (was: Major)
> [ML] Add examples for ensemble training
>
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Aleksey Zinoviev updated IGNITE-6642:
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Summary: [Umbrella] Integration with PMML (was: Integration with PMML)
> [Umbrella]
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Aleksey Zinoviev updated IGNITE-9463:
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Priority: Trivial (was: Major)
> [ML] Update ML tutorial with new model
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Aleksey Zinoviev updated IGNITE-10697:
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Priority: Major (was: Critical)
> [ML] Add Frequency Encoding
>
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Aleksey Zinoviev updated IGNITE-10426:
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Priority: Trivial (was: Major)
> [ML] Spread parameter isKeepRawLabels across all
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Aleksey Zinoviev updated IGNITE-10606:
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Priority: Major (was: Critical)
> [ML] Add new tests for
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Aleksey Zinoviev updated IGNITE-6642:
-
Priority: Critical (was: Minor)
> Integration with PMML
> -
>
>
Aleksey Zinoviev created IGNITE-10792:
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Summary: [ML] Add seed to test-train filter
Key: IGNITE-10792
URL: https://issues.apache.org/jira/browse/IGNITE-10792
Project: Ignite
Issue Type:
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Aleksey Zinoviev updated IGNITE-10606:
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Summary: [ML] Add new tests for BinaryClassificationMetrics and Evaluator
(was:
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Aleksey Zinoviev updated IGNITE-10713:
--
Issue Type: Task (was: Sub-task)
Parent: (was: IGNITE-10711)
> [ML]
Aleksey Zinoviev created IGNITE-10713:
-
Summary: [ML] Refactor examples with accuracy calculation and
another metrics usage
Key: IGNITE-10713
URL: https://issues.apache.org/jira/browse/IGNITE-10713
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Aleksey Zinoviev updated IGNITE-10407:
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Summary: [ML][Umbrella] Add Multi-label multi-class classification trainer
and model
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Aleksey Zinoviev updated IGNITE-10529:
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Summary: [ML][Umbrella] Add Confusion Matrix support for classification
algorithms
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Aleksey Zinoviev updated IGNITE-10605:
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Summary: [ML] Add binary metrics calculations to Cross-Validation (was:
[ML] Add
Aleksey Zinoviev created IGNITE-10711:
-
Summary: [ML] [Umbrella] Provide metrics to evaluate the quality
of model
Key: IGNITE-10711
URL: https://issues.apache.org/jira/browse/IGNITE-10711
Aleksey Zinoviev created IGNITE-10697:
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Summary: [ML] Add Frequency Encoding
Key: IGNITE-10697
URL: https://issues.apache.org/jira/browse/IGNITE-10697
Project: Ignite
Issue Type: New
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https://issues.apache.org/jira/browse/IGNITE-10438?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev reassigned IGNITE-10438:
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Assignee: Aleksey Zinoviev
> [ML] DBSCAN
> ---
>
>
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Aleksey Zinoviev commented on IGNITE-10438:
---
Look at this discussion about complexity
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Aleksey Zinoviev reassigned IGNITE-10439:
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Assignee: Aleksey Zinoviev
> [ML] Examples of DBSCAN
>
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Aleksey Zinoviev updated IGNITE-10606:
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Priority: Critical (was: Major)
> [ML] Add new tests for Evaluator
>
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Aleksey Zinoviev updated IGNITE-10606:
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Description:
Cover the Evaluator static methods by tests.
It should be simple tests
Aleksey Zinoviev created IGNITE-10606:
-
Summary: [ML] Add tests for Evaluator
Key: IGNITE-10606
URL: https://issues.apache.org/jira/browse/IGNITE-10606
Project: Ignite
Issue Type: Task
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Aleksey Zinoviev updated IGNITE-10606:
--
Summary: [ML] Add new tests for Evaluator (was: [ML] Add tests for
Evaluator)
>
Aleksey Zinoviev created IGNITE-10605:
-
Summary: [ML] Add multiple metrics calculations to Cross-Validation
Key: IGNITE-10605
URL: https://issues.apache.org/jira/browse/IGNITE-10605
Project:
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https://issues.apache.org/jira/browse/IGNITE-10575?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-10575:
--
Summary: [ML] Add examples for ensemble training (was: [ML] Add examples
and update
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Aleksey Zinoviev updated IGNITE-9463:
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Description:
# Add example #10 with model composition (DT and Logit)
# Add example #11
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Aleksey Zinoviev reassigned IGNITE-10575:
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Assignee: Aleksey Zinoviev
> [ML] Add examples and update tutorial for
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Aleksey Zinoviev updated IGNITE-10428:
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Priority: Critical (was: Major)
> [ML] Add example for OneVsRest trainer/model
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Aleksey Zinoviev updated IGNITE-9281:
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Priority: Minor (was: Major)
> [ML] Starter ML tasks
> -
>
>
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Aleksey Zinoviev updated IGNITE-10532:
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Priority: Minor (was: Major)
> [ML] Add Confusion Matrix for multi-class
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Aleksey Zinoviev updated IGNITE-9634:
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Priority: Minor (was: Major)
> [ML] Trainers as pipeline parameters that can be varied
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Aleksey Zinoviev updated IGNITE-9513:
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Priority: Trivial (was: Major)
> [ML] Unify all preprocessors trainers' generics
>
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Aleksey Zinoviev updated IGNITE-10528:
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Priority: Critical (was: Major)
> [ML] Fix incorrect comparing of double values in
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Aleksey Zinoviev updated IGNITE-9497:
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Priority: Minor (was: Major)
> [ML] Add Pipeline support to Cross-Validation process
>
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Aleksey Zinoviev updated IGNITE-10371:
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Priority: Critical (was: Major)
> [ML] Add multiple metrics calculation fo Binary
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Aleksey Zinoviev updated IGNITE-10407:
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Priority: Minor (was: Major)
> [ML] Add Multi-label multi-class classification
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https://issues.apache.org/jira/browse/IGNITE-9633?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-9633:
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Priority: Minor (was: Major)
> [ML] Hyperparameter tuning improvements umbrella ticket
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Aleksey Zinoviev updated IGNITE-10145:
--
Priority: Major (was: Critical)
> [ML] ROC AUC score
> --
>
>
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Aleksey Zinoviev updated IGNITE-10529:
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Priority: Minor (was: Major)
> [ML] Add Confusion Matrix support for classification
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Aleksey Zinoviev updated IGNITE-10530:
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Priority: Minor (was: Major)
> [ML] Add Confusion Matrix for Binary Classification
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Aleksey Zinoviev updated IGNITE-10531:
--
Priority: Minor (was: Major)
> [ML] Refactor all examples to use Binary Confusion
Aleksey Zinoviev created IGNITE-10532:
-
Summary: [ML] Add Confusion Matrix for multi-class classification
Key: IGNITE-10532
URL: https://issues.apache.org/jira/browse/IGNITE-10532
Project: Ignite
Aleksey Zinoviev created IGNITE-10531:
-
Summary: [ML] Refactor all examples to use Binary Confusion Matrix
instead of calculations by hand
Key: IGNITE-10531
URL:
Aleksey Zinoviev created IGNITE-10530:
-
Summary: [ML] Add Confusion Matrix for Binary Classification
Key: IGNITE-10530
URL: https://issues.apache.org/jira/browse/IGNITE-10530
Project: Ignite
Aleksey Zinoviev created IGNITE-10529:
-
Summary: [ML] Add Confusion Matrix support for classification
algorithms
Key: IGNITE-10529
URL: https://issues.apache.org/jira/browse/IGNITE-10529
Project:
Aleksey Zinoviev created IGNITE-10528:
-
Summary: [ML] Fix incorrect comparing of double values in ML
examples
Key: IGNITE-10528
URL: https://issues.apache.org/jira/browse/IGNITE-10528
Project:
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Aleksey Zinoviev resolved IGNITE-10510.
---
Resolution: Duplicate
> [ML] Use OneVsRest for
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Aleksey Zinoviev reassigned IGNITE-10510:
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Assignee: Aleksey Zinoviev (was: Alexey Platonov)
> [ML] Use OneVsRest for
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Aleksey Zinoviev updated IGNITE-10382:
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Description:
We use mostly same datasets for ml tests and for ml examples. So we
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Aleksey Zinoviev commented on IGNITE-9513:
--
The problem is that Encoder Trainer helps to mutate
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Aleksey Zinoviev updated IGNITE-6642:
-
Priority: Minor (was: Major)
> Integration with PMML
> -
>
>
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https://issues.apache.org/jira/browse/IGNITE-7328?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-7328:
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Priority: Minor (was: Major)
> Improve Labeled Dataset loading from txt file
>
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https://issues.apache.org/jira/browse/IGNITE-7327?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-7327:
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Priority: Minor (was: Major)
> Add CSV loading to Labeled Dataset with Loader
>
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Aleksey Zinoviev updated IGNITE-9936:
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Priority: Minor (was: Major)
> [ML] Make readable the models ouput in
[
https://issues.apache.org/jira/browse/IGNITE-8250?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-8250:
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Priority: Minor (was: Major)
> Adopt Fuzzy CMeans to PartitionedDatasets
>
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Aleksey Zinoviev updated IGNITE-10145:
--
Priority: Critical (was: Major)
> [ML] ROC AUC score
> --
>
>
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Aleksey Zinoviev updated IGNITE-10382:
--
Priority: Critical (was: Major)
> [ML] Move datasets from example to ml module
>
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https://issues.apache.org/jira/browse/IGNITE-10441?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=16701983#comment-16701983
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Aleksey Zinoviev commented on IGNITE-10441:
---
Let's discuss it on the dev-list
> Fluent API
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Aleksey Zinoviev updated IGNITE-10428:
--
Component/s: ml
> [ML] Add example for OneVsRest trainer/model usage
>
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Aleksey Zinoviev updated IGNITE-10428:
--
Issue Type: Task (was: Wish)
> [ML] Add example for OneVsRest trainer/model usage
>
Aleksey Zinoviev created IGNITE-10428:
-
Summary: [ML] Add example for OneVsRest trainer/model usage
Key: IGNITE-10428
URL: https://issues.apache.org/jira/browse/IGNITE-10428
Project: Ignite
Aleksey Zinoviev created IGNITE-10426:
-
Summary: [ML] Spread parameter isKeepRawLabels across all models
Key: IGNITE-10426
URL: https://issues.apache.org/jira/browse/IGNITE-10426
Project: Ignite
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Aleksey Zinoviev commented on IGNITE-10407:
---
Look at this paper before implementation
Aleksey Zinoviev created IGNITE-10407:
-
Summary: [ML] Add Multi-label multi-class classification trainer
and model
Key: IGNITE-10407
URL: https://issues.apache.org/jira/browse/IGNITE-10407
Aleksey Zinoviev created IGNITE-10405:
-
Summary: [ML] Refactor GaussianNaiveBayesTrainerExample to read
data sample from file
Key: IGNITE-10405
URL: https://issues.apache.org/jira/browse/IGNITE-10405
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Aleksey Zinoviev reassigned IGNITE-10382:
-
Assignee: Aleksey Zinoviev
> [ML] Move datasets from example to ml module
>
Aleksey Zinoviev created IGNITE-10380:
-
Summary: [ML] Drop Multi-label Classification for Logistic
Regression and SVM
Key: IGNITE-10380
URL: https://issues.apache.org/jira/browse/IGNITE-10380
Aleksey Zinoviev created IGNITE-10371:
-
Summary: [ML] Add multiple metrics calculation fo Binary
Classification Evaluation process
Key: IGNITE-10371
URL: https://issues.apache.org/jira/browse/IGNITE-10371
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https://issues.apache.org/jira/browse/IGNITE-10145?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev reassigned IGNITE-10145:
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Assignee: Aleksey Zinoviev
> [ML] ROC AUC score
> --
>
>
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https://issues.apache.org/jira/browse/IGNITE-9145?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-9145:
-
Description:
The main idea to add a few strategies of indexing: sorting and so on.
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Aleksey Zinoviev closed IGNITE-8410.
> [ML] Unify KNNClassification/KNNRegression Model Trainer .fit() signatures
>
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Aleksey Zinoviev resolved IGNITE-8410.
--
Resolution: Won't Fix
It this solved in the previous commits
> [ML] Unify
Aleksey Zinoviev created IGNITE-9936:
Summary: [ML] Make readable the models ouput in
RandomForestClassificationExample
Key: IGNITE-9936
URL: https://issues.apache.org/jira/browse/IGNITE-9936
Aleksey Zinoviev created IGNITE-9910:
Summary: [ML] Move the static copy-pasted datasets from examples
to special Util class
Key: IGNITE-9910
URL: https://issues.apache.org/jira/browse/IGNITE-9910
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Aleksey Zinoviev commented on IGNITE-9463:
--
[~dpavlov] Added, thanks
> [ML] Update ML tutorial
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Aleksey Zinoviev updated IGNITE-9463:
-
Description:
# Add example #10 with model composition (DT and Logit)
# Add example
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Aleksey Zinoviev reassigned IGNITE-9581:
Assignee: Denis Magda (was: Aleksey Zinoviev)
> Document ANN algorithm based on
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Aleksey Zinoviev updated IGNITE-9581:
-
Description: The documentation for ANN classification algorithm
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Aleksey Zinoviev reassigned IGNITE-9575:
Assignee: Denis Magda (was: Aleksey Zinoviev)
> Document Binary Logistic
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Aleksey Zinoviev reassigned IGNITE-9576:
Assignee: Denis Magda (was: Aleksey Zinoviev)
> Document Multi-Class Logistic
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Aleksey Zinoviev updated IGNITE-9576:
-
Description:
Added documentation for "Multi-class Logisitic Regression"
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Aleksey Zinoviev updated IGNITE-9575:
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Description:
The docs for the page "Binary Logistic Regression"
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Aleksey Zinoviev updated IGNITE-9576:
-
Description:
Added documentation for "Multi-class Logisitic Regression"
Aleksey Zinoviev created IGNITE-9718:
Summary: [ML] Incorrect JavaDoc in RandomForest
Key: IGNITE-9718
URL: https://issues.apache.org/jira/browse/IGNITE-9718
Project: Ignite
Issue Type:
Aleksey Zinoviev created IGNITE-9717:
Summary: [ML] Add setters methods to Logistic Regression and fix
examples/tests
Key: IGNITE-9717
URL: https://issues.apache.org/jira/browse/IGNITE-9717
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Aleksey Zinoviev reassigned IGNITE-9582:
Assignee: Denis Magda (was: Aleksey Zinoviev)
> Document Model Updating
>
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Aleksey Zinoviev updated IGNITE-9582:
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Description:
The documentation for the new page with name "Model Updating / Online
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Aleksey Zinoviev reassigned IGNITE-9574:
Assignee: Denis Magda (was: Aleksey Zinoviev)
The documentation for ML module.
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Aleksey Zinoviev updated IGNITE-9574:
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Description: The documentation for the new page with name "Gradient
Boosting"
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https://issues.apache.org/jira/browse/IGNITE-9579?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev reassigned IGNITE-9579:
Assignee: Denis Magda (was: Aleksey Zinoviev)
The documentation for ML
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https://issues.apache.org/jira/browse/IGNITE-9579?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-9579:
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Description: The link for new page with name "Random Forest" is here
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https://issues.apache.org/jira/browse/IGNITE-9578?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev reassigned IGNITE-9578:
Assignee: Denis Magda (was: Aleksey Zinoviev)
The documentation for ML module.
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https://issues.apache.org/jira/browse/IGNITE-9577?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev reassigned IGNITE-9577:
Assignee: Denis Magda (was: Aleksey Zinoviev)
The documentation for ML module.
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https://issues.apache.org/jira/browse/IGNITE-9578?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-9578:
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Description:
The link for addition new documentation page with name 'K-fold cross
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https://issues.apache.org/jira/browse/IGNITE-9577?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-9577:
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Description:
The link for the updating
Aleksey Zinoviev created IGNITE-9713:
Summary: [ML] Fix JavaDocs in ML Prerpocessing package
Key: IGNITE-9713
URL: https://issues.apache.org/jira/browse/IGNITE-9713
Project: Ignite
Issue
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https://issues.apache.org/jira/browse/IGNITE-9514?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Aleksey Zinoviev updated IGNITE-9514:
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Affects Version/s: 2.7
Fix Version/s: 2.7
> [ML] Reduce time for the updating
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https://issues.apache.org/jira/browse/IGNITE-9633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=16618936#comment-16618936
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Aleksey Zinoviev commented on IGNITE-9633:
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Look at
Aleksey Zinoviev created IGNITE-9634:
Summary: [ML] Trainers as pipeline parameters that can be varied
Key: IGNITE-9634
URL: https://issues.apache.org/jira/browse/IGNITE-9634
Project: Ignite
Aleksey Zinoviev created IGNITE-9633:
Summary: [ML] Hyperparameter tuning improvements umbrella ticket
Key: IGNITE-9633
URL: https://issues.apache.org/jira/browse/IGNITE-9633
Project: Ignite
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