Aleksey Zinoviev created IGNITE-7827:
Summary: Adopt kNN regression to the new Partitioned Dataset
Key: IGNITE-7827
URL: https://issues.apache.org/jira/browse/IGNITE-7827
Project: Ignite
Aleksey Zinoviev created IGNITE-7828:
Summary: Adopt yardstick tests for the new version of kNN
regression algorithm
Key: IGNITE-7828
URL: https://issues.apache.org/jira/browse/IGNITE-7828
Project
Aleksey Zinoviev created IGNITE-7829:
Summary: Adopt kNN regression example to the new Partitioned
Dataset
Key: IGNITE-7829
URL: https://issues.apache.org/jira/browse/IGNITE-7829
Project: Ignite
Aleksey Zinoviev created IGNITE-7830:
Summary: Adopt kNN model to the new Partitioned Dataset
Key: IGNITE-7830
URL: https://issues.apache.org/jira/browse/IGNITE-7830
Project: Ignite
Issue
Aleksey Zinoviev created IGNITE-7875:
Summary: Adopt SVM to the new Partitioned Dataset
Key: IGNITE-7875
URL: https://issues.apache.org/jira/browse/IGNITE-7875
Project: Ignite
Issue Type:
Aleksey Zinoviev created IGNITE-7876:
Summary: [ML] Adopt SVM Linear Binary Classification Model and
Trainer to the new Partitioned Dataset
Key: IGNITE-7876
URL: https://issues.apache.org/jira/browse/IGNITE-78
Aleksey Zinoviev created IGNITE-7887:
Summary: [ML] Adopt SVM Linear Multi-Class Classification Model
and Trainer to the new Partitioned Dataset
Key: IGNITE-7887
URL: https://issues.apache.org/jira/browse/IGNI
Aleksey Zinoviev created IGNITE-7932:
Summary: [ML] Adopt SVM Linear Binary Classification Example to
the new Partitioned Dataset
Key: IGNITE-7932
URL: https://issues.apache.org/jira/browse/IGNITE-7932
Aleksey Zinoviev created IGNITE-7938:
Summary: [ML] Adopt KMeans to the new Partitioned Dataset
Key: IGNITE-7938
URL: https://issues.apache.org/jira/browse/IGNITE-7938
Project: Ignite
Iss
Aleksey Zinoviev created IGNITE-8005:
Summary: [ML] Adopt SVM Linear MultiClass Classification Example
to the new Partitioned Dataset
Key: IGNITE-8005
URL: https://issues.apache.org/jira/browse/IGNITE-8005
Aleksey Zinoviev created IGNITE-8168:
Summary: [ML] Add KMeans version for Partitioned Datasets
Key: IGNITE-8168
URL: https://issues.apache.org/jira/browse/IGNITE-8168
Project: Ignite
Iss
Aleksey Zinoviev created IGNITE-8169:
Summary: [ML] Implement Model-Trainer pair for KMeans based on
Partitioned Dataset
Key: IGNITE-8169
URL: https://issues.apache.org/jira/browse/IGNITE-8169
Pro
Aleksey Zinoviev created IGNITE-8170:
Summary: [ML] Adopt KMeans example to the Partitioned Dataset
Key: IGNITE-8170
URL: https://issues.apache.org/jira/browse/IGNITE-8170
Project: Ignite
Aleksey Zinoviev created IGNITE-8250:
Summary: Adopt Fuzzy CMeans to PartitionedDatasets
Key: IGNITE-8250
URL: https://issues.apache.org/jira/browse/IGNITE-8250
Project: Ignite
Issue Type
Aleksey Zinoviev created IGNITE-8396:
Summary: Add documentation for kNN classification (release 2.5)
Key: IGNITE-8396
URL: https://issues.apache.org/jira/browse/IGNITE-8396
Project: Ignite
Aleksey Zinoviev created IGNITE-8397:
Summary: Update documentation for kNN regression (release 2.5)
Key: IGNITE-8397
URL: https://issues.apache.org/jira/browse/IGNITE-8397
Project: Ignite
Aleksey Zinoviev created IGNITE-8398:
Summary: Update documentation for KMeans clustering (release 2.5)
Key: IGNITE-8398
URL: https://issues.apache.org/jira/browse/IGNITE-8398
Project: Ignite
Aleksey Zinoviev created IGNITE-8399:
Summary: Add documentation for kNN classification (release 2.5)
Key: IGNITE-8399
URL: https://issues.apache.org/jira/browse/IGNITE-8399
Project: Ignite
Aleksey Zinoviev created IGNITE-8403:
Summary: [ML] Add Binary Logistic Regression based on partitioned
datasets and MLP
Key: IGNITE-8403
URL: https://issues.apache.org/jira/browse/IGNITE-8403
Pro
Aleksey Zinoviev created IGNITE-8410:
Summary: [ML] Unify KNNClassification/KNNRegression Model Trainer
.fit() signatures
Key: IGNITE-8410
URL: https://issues.apache.org/jira/browse/IGNITE-8410
Pr
Aleksey Zinoviev created IGNITE-8450:
Summary: [ML] Cleanup the ML package: remove unused vector/matrix
classes
Key: IGNITE-8450
URL: https://issues.apache.org/jira/browse/IGNITE-8450
Project: Ign
Aleksey Zinoviev created IGNITE-8451:
Summary: [ML] Refactor Labeled Dataset: remove unused methods and
fields
Key: IGNITE-8451
URL: https://issues.apache.org/jira/browse/IGNITE-8451
Project: Igni
Aleksey Zinoviev created IGNITE-8511:
Summary: [ML] Add support for Multi-Class Logistic Regression
Key: IGNITE-8511
URL: https://issues.apache.org/jira/browse/IGNITE-8511
Project: Ignite
Aleksey Zinoviev created IGNITE-8542:
Summary: [ML] Add OneVsRest Trainer to handle cases with multiple
class labels in dataset
Key: IGNITE-8542
URL: https://issues.apache.org/jira/browse/IGNITE-8542
Aleksey Zinoviev created IGNITE-8567:
Summary: [ML] Add Imputer and Binarizer for data preprocessing
Key: IGNITE-8567
URL: https://issues.apache.org/jira/browse/IGNITE-8567
Project: Ignite
Aleksey Zinoviev created IGNITE-9145:
Summary: [ML] Add different strategies to index labels in
StringEncoderTrainer
Key: IGNITE-9145
URL: https://issues.apache.org/jira/browse/IGNITE-9145
Project
Aleksey Zinoviev created IGNITE-6693:
Summary: private method initBlockFor in BlockMatrixStorage works
incorrect for small matricies
Key: IGNITE-6693
URL: https://issues.apache.org/jira/browse/IGNITE-6693
Aleksey Zinoviev created IGNITE-6761:
Summary: Change block numeration in SparseBlockMatrixStorage
Key: IGNITE-6761
URL: https://issues.apache.org/jira/browse/IGNITE-6761
Project: Ignite
Aleksey Zinoviev created IGNITE-6805:
Summary: Tests are red for another MAX_BLOCK_SIZE value (4 or 8
instead 32)
Key: IGNITE-6805
URL: https://issues.apache.org/jira/browse/IGNITE-6805
Project: I
Aleksey Zinoviev created IGNITE-6968:
Summary: Move similar Cache configurations in matrices and models
to one Java or XML config
Key: IGNITE-6968
URL: https://issues.apache.org/jira/browse/IGNITE-6968
Aleksey Zinoviev created IGNITE-6969:
Summary: Move constants with influence on performance to separate
config
Key: IGNITE-6969
URL: https://issues.apache.org/jira/browse/IGNITE-6969
Project: Igni
Aleksey Zinoviev created IGNITE-7022:
Summary: Use QuadTree for kNN performance
Key: IGNITE-7022
URL: https://issues.apache.org/jira/browse/IGNITE-7022
Project: Ignite
Issue Type: Improve
Aleksey Zinoviev created IGNITE-7025:
Summary: Implement different strategies to fill missed data in
LabeledDataset during loading from file
Key: IGNITE-7025
URL: https://issues.apache.org/jira/browse/IGNITE-7
Aleksey Zinoviev created IGNITE-7079:
Summary: Add examples for kNN classification and for kNN regression
Key: IGNITE-7079
URL: https://issues.apache.org/jira/browse/IGNITE-7079
Project: Ignite
Aleksey Zinoviev created IGNITE-7316:
Summary: Make Linear SVM for binary classification
Key: IGNITE-7316
URL: https://issues.apache.org/jira/browse/IGNITE-7316
Project: Ignite
Issue Type
Aleksey Zinoviev created IGNITE-7317:
Summary: Make SVM Linear example for binary classification
Key: IGNITE-7317
URL: https://issues.apache.org/jira/browse/IGNITE-7317
Project: Ignite
Is
Aleksey Zinoviev created IGNITE-7325:
Summary: Remove ExternalizeTest from all test and change on
ExternalizableTest
Key: IGNITE-7325
URL: https://issues.apache.org/jira/browse/IGNITE-7325
Project
Aleksey Zinoviev created IGNITE-7327:
Summary: Add CSV loading to Labeled Dataset with Loader
Key: IGNITE-7327
URL: https://issues.apache.org/jira/browse/IGNITE-7327
Project: Ignite
Issu
Aleksey Zinoviev created IGNITE-7328:
Summary: Improve Labeled Dataset loading from txt file
Key: IGNITE-7328
URL: https://issues.apache.org/jira/browse/IGNITE-7328
Project: Ignite
Issue
Aleksey Zinoviev created IGNITE-7451:
Summary: Make Linear SVM for multi-classification
Key: IGNITE-7451
URL: https://issues.apache.org/jira/browse/IGNITE-7451
Project: Ignite
Issue Type:
Aleksey Zinoviev created IGNITE-7452:
Summary: Make Linear SVM example for multi - classification
Key: IGNITE-7452
URL: https://issues.apache.org/jira/browse/IGNITE-7452
Project: Ignite
I
Aleksey Zinoviev created IGNITE-7532:
Summary: kNN Documentation
Key: IGNITE-7532
URL: https://issues.apache.org/jira/browse/IGNITE-7532
Project: Ignite
Issue Type: Task
Compone
Aleksey Zinoviev created IGNITE-7702:
Summary: Adopt KNN classification to the new Dataset from dataset
package
Key: IGNITE-7702
URL: https://issues.apache.org/jira/browse/IGNITE-7702
Project: Ign
Aleksey Zinoviev created IGNITE-7796:
Summary: Adopt kNN classification example to the new datasets
Key: IGNITE-7796
URL: https://issues.apache.org/jira/browse/IGNITE-7796
Project: Ignite
Aleksey Zinoviev created IGNITE-7797:
Summary: Adopt yardstick tests for the new version of kNN
classification algorithm
Key: IGNITE-7797
URL: https://issues.apache.org/jira/browse/IGNITE-7797
Pro
Aleksey Zinoviev created IGNITE-12148:
-
Summary: [ML] Recommendation Engine
Key: IGNITE-12148
URL: https://issues.apache.org/jira/browse/IGNITE-12148
Project: Ignite
Issue Type: New Featu
Aleksey Zinoviev created IGNITE-12168:
-
Summary: [ML] Flaky ML example tests
Key: IGNITE-12168
URL: https://issues.apache.org/jira/browse/IGNITE-12168
Project: Ignite
Issue Type: Bug
Aleksey Zinoviev created IGNITE-12180:
-
Summary: [ML] Add support of the next Imputing Strategies: MIN, MAX
Key: IGNITE-12180
URL: https://issues.apache.org/jira/browse/IGNITE-12180
Project: Ignite
Aleksey Zinoviev created IGNITE-12216:
-
Summary: [ML][Umbrella]
Key: IGNITE-12216
URL: https://issues.apache.org/jira/browse/IGNITE-12216
Project: Ignite
Issue Type: New Feature
Aleksey Zinoviev created IGNITE-12217:
-
Summary: [ML] Add support for label encoding
Key: IGNITE-12217
URL: https://issues.apache.org/jira/browse/IGNITE-12217
Project: Ignite
Issue Type:
Aleksey Zinoviev created IGNITE-12218:
-
Summary: [ML] Add support for Strings in Vectorizer
Key: IGNITE-12218
URL: https://issues.apache.org/jira/browse/IGNITE-12218
Project: Ignite
Issu
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: Ign
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-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-10531:
-
Summary: [ML] Refactor all examples to use Binary Confusion Matrix
instead of calculations by hand
Key: IGNITE-10531
URL: https://issues.apache.org/jira/browse/IGNITE-10
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-10605:
-
Summary: [ML] Add multiple metrics calculations to Cross-Validation
Key: IGNITE-10605
URL: https://issues.apache.org/jira/browse/IGNITE-10605
Project: Ignite
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
Aleksey Zinoviev created IGNITE-10697:
-
Summary: [ML] Add Frequency Encoding
Key: IGNITE-10697
URL: https://issues.apache.org/jira/browse/IGNITE-10697
Project: Ignite
Issue Type: New Feat
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
Project:
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
Aleksey Zinoviev created IGNITE-10792:
-
Summary: [ML] Add seed to test-train filter
Key: IGNITE-10792
URL: https://issues.apache.org/jira/browse/IGNITE-10792
Project: Ignite
Issue Type: T
Aleksey Zinoviev created IGNITE-10803:
-
Summary: [ML] Add prototype LinearRegression loading from PMML
format
Key: IGNITE-10803
URL: https://issues.apache.org/jira/browse/IGNITE-10803
Project: Ign
Aleksey Zinoviev created IGNITE-10804:
-
Summary: [ML] Add ability to load LinReg model from Spark to
Ignite via PMML
Key: IGNITE-10804
URL: https://issues.apache.org/jira/browse/IGNITE-10804
Proje
Aleksey Zinoviev created IGNITE-10865:
-
Summary: [ML] [Umbrella] Integration with Spark ML
Key: IGNITE-10865
URL: https://issues.apache.org/jira/browse/IGNITE-10865
Project: Ignite
Issue
Aleksey Zinoviev created IGNITE-10866:
-
Summary: [ML] Add an example of LogRegression model loading
Key: IGNITE-10866
URL: https://issues.apache.org/jira/browse/IGNITE-10866
Project: Ignite
Aleksey Zinoviev created IGNITE-10869:
-
Summary: [ML] Add MultiClass classification metrics
Key: IGNITE-10869
URL: https://issues.apache.org/jira/browse/IGNITE-10869
Project: Ignite
Issue
Aleksey Zinoviev created IGNITE-10870:
-
Summary: [ML] Add an example for KNN/LogReg and multi-class task
full Iris dataset
Key: IGNITE-10870
URL: https://issues.apache.org/jira/browse/IGNITE-10870
Aleksey Zinoviev created IGNITE-10901:
-
Summary: [ML][Umbrella] Add support of regression metrics to
evaluate regression
Key: IGNITE-10901
URL: https://issues.apache.org/jira/browse/IGNITE-10901
P
Aleksey Zinoviev created IGNITE-10902:
-
Summary: [ML] Implement a few regression metrics in one
RegressionMetrics class
Key: IGNITE-10902
URL: https://issues.apache.org/jira/browse/IGNITE-10902
Pr
Aleksey Zinoviev created IGNITE-10903:
-
Summary: [ML] Provide an example with training of regression model
and its evaluation
Key: IGNITE-10903
URL: https://issues.apache.org/jira/browse/IGNITE-10903
Aleksey Zinoviev created IGNITE-10904:
-
Summary: [ML] Refactor all examples with regression to use
RegressionMetrics
Key: IGNITE-10904
URL: https://issues.apache.org/jira/browse/IGNITE-10904
Proje
Aleksey Zinoviev created IGNITE-10968:
-
Summary: [ML] Create new ignite module SparkMLModelImport and add
LogRegression converter
Key: IGNITE-10968
URL: https://issues.apache.org/jira/browse/IGNITE-10968
Aleksey Zinoviev created IGNITE-11000:
-
Summary: [ML] Add parser for Spark LinearRegression
Key: IGNITE-11000
URL: https://issues.apache.org/jira/browse/IGNITE-11000
Project: Ignite
Issue
Aleksey Zinoviev created IGNITE-11001:
-
Summary: [ML] Add parser for Spark Linear SVM model
Key: IGNITE-11001
URL: https://issues.apache.org/jira/browse/IGNITE-11001
Project: Ignite
Issue
Aleksey Zinoviev created IGNITE-11002:
-
Summary: [ML] Add parser for Spark Decision tree classifier model
Key: IGNITE-11002
URL: https://issues.apache.org/jira/browse/IGNITE-11002
Project: Ignite
Aleksey Zinoviev created IGNITE-11003:
-
Summary: [ML] Add parser for Spark Random forest classifier
Key: IGNITE-11003
URL: https://issues.apache.org/jira/browse/IGNITE-11003
Project: Ignite
Aleksey Zinoviev created IGNITE-11005:
-
Summary: [ML] Add parser for Spark Gradient-boosted tree classifier
Key: IGNITE-11005
URL: https://issues.apache.org/jira/browse/IGNITE-11005
Project: Ignite
Aleksey Zinoviev created IGNITE-11012:
-
Summary: [ML] Add model type validation during parsing parquet file
Key: IGNITE-11012
URL: https://issues.apache.org/jira/browse/IGNITE-11012
Project: Ignite
Aleksey Zinoviev created IGNITE-11037:
-
Summary: [ML] Add parser for Spark KMeans clustering model
Key: IGNITE-11037
URL: https://issues.apache.org/jira/browse/IGNITE-11037
Project: Ignite
Aleksey Zinoviev created IGNITE-11039:
-
Summary: [ML] Add parser for Spark Decision tree regression
Key: IGNITE-11039
URL: https://issues.apache.org/jira/browse/IGNITE-11039
Project: Ignite
Aleksey Zinoviev created IGNITE-11040:
-
Summary: [ML] Add parser for Spark Random forest regressor
Key: IGNITE-11040
URL: https://issues.apache.org/jira/browse/IGNITE-11040
Project: Ignite
Aleksey Zinoviev created IGNITE-11041:
-
Summary: [ML] Add parser for Spark Gradient-boosted tree regressor
Key: IGNITE-11041
URL: https://issues.apache.org/jira/browse/IGNITE-11041
Project: Ignite
Aleksey Zinoviev created IGNITE-11244:
-
Summary: [ML] Improve model loading from directory instead full
path to file with model
Key: IGNITE-11244
URL: https://issues.apache.org/jira/browse/IGNITE-11244
Aleksey Zinoviev created IGNITE-11294:
-
Summary: [ML] Use ML logger and env variables in Spark ML Parser
Key: IGNITE-11294
URL: https://issues.apache.org/jira/browse/IGNITE-11294
Project: Ignite
Aleksey Zinoviev created IGNITE-11295:
-
Summary: [ML] Add readme file to SparkModelParser module
Key: IGNITE-11295
URL: https://issues.apache.org/jira/browse/IGNITE-11295
Project: Ignite
Aleksey Zinoviev created IGNITE-11680:
-
Summary: [ML] Improve ROC AUC to work with ProbableLabel
Key: IGNITE-11680
URL: https://issues.apache.org/jira/browse/IGNITE-11680
Project: Ignite
Aleksey Zinoviev created IGNITE-12079:
-
Summary: [ML][Umbrella] Add advanced preprocessing techniques
Key: IGNITE-12079
URL: https://issues.apache.org/jira/browse/IGNITE-12079
Project: Ignite
Aleksey Zinoviev created IGNITE-9239:
Summary: [ML] KMeansTrainer crashed if amount of possible clusters
more than amount of partitions in dataset
Key: IGNITE-9239
URL: https://issues.apache.org/jira/browse/IG
Aleksey Zinoviev created IGNITE-9261:
Summary: [ML] Add ANN algorithm based on ACD concept
Key: IGNITE-9261
URL: https://issues.apache.org/jira/browse/IGNITE-9261
Project: Ignite
Issue Ty
Aleksey Zinoviev created IGNITE-9281:
Summary: [ML] Starter ML tasks
Key: IGNITE-9281
URL: https://issues.apache.org/jira/browse/IGNITE-9281
Project: Ignite
Issue Type: Wish
Com
Aleksey Zinoviev created IGNITE-9282:
Summary: [ML] Add Naive Bayes classifier
Key: IGNITE-9282
URL: https://issues.apache.org/jira/browse/IGNITE-9282
Project: Ignite
Issue Type: Sub-task
Aleksey Zinoviev created IGNITE-9283:
Summary: [ML] Add Discrete Cosine preprocessor
Key: IGNITE-9283
URL: https://issues.apache.org/jira/browse/IGNITE-9283
Project: Ignite
Issue Type: Su
Aleksey Zinoviev created IGNITE-9284:
Summary: [ML] Add a Standard Scaler
Key: IGNITE-9284
URL: https://issues.apache.org/jira/browse/IGNITE-9284
Project: Ignite
Issue Type: Sub-task
Aleksey Zinoviev created IGNITE-9285:
Summary: [ML] Add MaxAbsScaler as a preprocessing stage
Key: IGNITE-9285
URL: https://issues.apache.org/jira/browse/IGNITE-9285
Project: Ignite
Issue
Aleksey Zinoviev created IGNITE-9336:
Summary: [ML] ANN/SVM Trainer tests produce unpredictable results
due to random data generation
Key: IGNITE-9336
URL: https://issues.apache.org/jira/browse/IGNITE-9336
Aleksey Zinoviev created IGNITE-9393:
Summary: [ML] KMeans fails on complex data in cache
Key: IGNITE-9393
URL: https://issues.apache.org/jira/browse/IGNITE-9393
Project: Ignite
Issue Typ
Aleksey Zinoviev created IGNITE-9463:
Summary: [ML] Update ML tutorial with new model composition/update
features
Key: IGNITE-9463
URL: https://issues.apache.org/jira/browse/IGNITE-9463
Project: I
Aleksey Zinoviev created IGNITE-9482:
Summary: [ML] Refactor all trainers' settters to withFieldName
format for meta-algorithms
Key: IGNITE-9482
URL: https://issues.apache.org/jira/browse/IGNITE-9482
Aleksey Zinoviev created IGNITE-9497:
Summary: [ML] Add Pipeline support to Cross-Validation process
Key: IGNITE-9497
URL: https://issues.apache.org/jira/browse/IGNITE-9497
Project: Ignite
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