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Certifai Training Labs Repository using Eclipse Deeplearning4j

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# Description - Adding deeplearning4j-ui for visualization of training in module my-first-dl4j-project - Version update of i. `nd4j` and `dl4j` to `M1.1` ii. `cuda` to 11.2 Fixes # (issue) [#101](https://github.com/CertifaiAI/cdle-traininglabs/issues/101)...

Module my-first-dl4j-project missing dependency in pom.xml to support visualization of training on port 9000 https://deeplearning4j.konduit.ai/tuning-and-training/visualization Solve this issue by adding the [dependency](https://mvnrepository.com/artifact/org.deeplearning4j/deeplearning4j-ui/1.0.0-beta7) and test whether model training can be visualized...

enhancement

# Description Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context. List any dependencies that are required for this change....

OS: `Windows 10` DL4J: `deeplearning4j 1.0.0-M1.1` CUDA: `11.2` cuDNN: `8.1.1` Issue: The results of classification and regression (eg. BirdClassification.java) running on GPU are not same as results running on CPU....

bug

**Describe the bug** The program and webcam grabber did not close after user exits the UI. Need to stop the program manually in IDE. **To Reproduce** Steps to reproduce the...

bug

**Describe the bug** `java.lang.IndexOutOfBoundsException` occurs when user input more than 11 characters (space included) in the input field. Affected in both solution and training folder. Code that causes this error:...

bug

## Style Inconsistency Just a suggestion for improvement in code commenting. ### Evidence 1. Inconsistent block comments https://github.com/CertifaiAI/cdle-traininglabs/blob/725a6e4e5bf4f58d3bc73d68bd1cd1a09ba9b817/dl4j-labs/src/main/java/ai/certifai/training/classification/BirdClassification.java#L54-L61 https://github.com/CertifaiAI/cdle-traininglabs/blob/725a6e4e5bf4f58d3bc73d68bd1cd1a09ba9b817/dl4j-labs/src/main/java/ai/certifai/training/classification/HeartDiseaseBinaryClassification.java#L57-L76 https://github.com/CertifaiAI/cdle-traininglabs/blob/725a6e4e5bf4f58d3bc73d68bd1cd1a09ba9b817/dl4j-labs/src/main/java/ai/certifai/training/datavec/kfold/SimpleKFoldDemo.java#L37-L45 2. Inconsistent end-of-line comments https://github.com/CertifaiAI/cdle-traininglabs/blob/725a6e4e5bf4f58d3bc73d68bd1cd1a09ba9b817/dl4j-labs/src/main/java/ai/certifai/training/classification/Multiclass.java#L93-L98 https://github.com/CertifaiAI/cdle-traininglabs/blob/725a6e4e5bf4f58d3bc73d68bd1cd1a09ba9b817/dl4j-labs/src/main/java/ai/certifai/training/classification/OverfittingGermanCreditClassification.java#L121-L128 https://github.com/CertifaiAI/cdle-traininglabs/blob/725a6e4e5bf4f58d3bc73d68bd1cd1a09ba9b817/dl4j-labs/src/main/java/ai/certifai/training/earlyStopping/EarlyStopping.java#L99-L103 3. Inconsistent method...

OS: Windows DL4J: deeplearning4j 1.0.0-beta7 CUDA: 10.2 cuDNN: 7.6 Issue: The results of regression (eg. BostonHousePricePrediction.java) running on GPU are not same as results running on CPU. Attached are the...

bug
invalid
critical

**Describe the Enhancement Suggestions** For binary classification example, threshold is a hyperparameter to be set to produce different model evaluation metrics. Examples need to be given on how to set...

enhancement

Installation of [oracle java jdk 8](https://www.oracle.com/java/technologies/javase/javase-jdk8-downloads.html) comes with jfxrt.jar, so no issue. As oracle installation required sign up and login, some might opt for option [openjdk 8](https://adoptopenjdk.net/installation.html) , which missing...

bug
invalid
critical