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Simple and Distributed Machine Learning

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SynapseMl:0.9.2 spark:3.1.2 I use SynapseMl with spark 3.1.2 on yarn.. the dataset is like this: 0120030913371513,1987,40,694,1,2,10,6,32,0.12,0.6,2,2,1,1,5,450,53,659,4,0.6,0.7,0.93,0.8,4,1447.9461,60,60,2,1,7,2,2,2,4,0,0,0 0120071213327101,1995,42,756,3,3,19,4,98,0.12,0.25,0,0,1,1,1,472,25.21,774,9,0,0.1818,0.2933,4,2,4471.9414,186,186,1,5,5,0,0,0,1,0,0,0 0119110916580623,1992,50,628,3,1,29,4,179,0.12,0.45,5,5,3,4,3,465,53,695,1,0,0.0357,0,1,3,7368.2625,307,307,5,2,2,0,0,0,2,0,0,0 0120121216295730,1995,44,601,1,1,5,4,22,0.12,0.25,4,3,1,1,5,421,6.8,628,13,0,0,0.4864,0,4,93.1522,4,60,1,1,1,1,1,1,1,0,0,0 0120041909577011,1993,63,760,2,3,10,9,35,0.12,0.3,4,4,1,1,5,508,53,625,9,0.6,0.7,0.93,0.8,3,0.1853,0,60,0,0,0,0,0,0,2,0,0,1 0120083015115525,1990,38,664,2,2,23,6,108,0.12,0.3,3,3,1,1,4,457,53,741,3,0,0.18,0,4,3,0.0664,0,60,0,0,0,0,0,0,1,0,0,0 0120100614217534,1987,34,537,2,3,9,2,32,0.12,0.25,0,0,1,1,1,509,29,678,7,0,0.5,0.2497,3,4,0.2469,0,60,1,1,1,1,1,1,3,0,0,0 0120121518252660,1994,38,608,3,1,7,7,30,0.12,0.25,5,5,1,1,4,421,36.24,610,2,1,0.5294118,0.05,1,3,1.3764,0,60,0,0,0,0,0,0,3,0,0,1 0120112516300723,1981,36,587,1,2,17,4,106,0.12,0.3,1,2,1,1,5,438,39.33,630,14,0,0.3333,0.5374,2,4,36.2106,2,0,2,2,2,1,1,1,4,1,1,0 0120100210396216,1996,42,640,1,3,7,6,23,0.12,0.3,0,0,0,0,0,433,16,656,3,0,0.3333333,0.4261,1,4,270.5172,11,60,2,2,2,2,2,2,3,0,0,0 0120120421442531,1985,32,705,2,1,5,0,28,0.12,0.2,6,5,2,4,3,446,24.76,688,7,0,0,0.8762,4,3,42.4244,2,60,1,10,10,1,1,1,4,0,0,0 0120120816144362,1995,63,602,3,3,13,1,72,0.12,0.2,1,2,1,1,5,464,16.28,728,9,1,0.2727,0.4864,4,3,625.3744,26,60,0,2,2,0,0,0,1,0,0,0 0120101813246171,1993,42,672,1,3,20,3,81,0.12,0.45,1,1,1,2,3,485,18,684,4,0,0.3333,0.493,3,3,0.1217,0,60,0,0,0,0,0,0,1,0,0,0 0120091503264126,1989,32,731,2,3,18,0,88,0.12,0.3,6,5,1,3,2,384,53,659,11,0,0.4286,0.5874,6,4,0.2125,0,0,2,4,4,0,0,0,5,2,2,0 0120092713092637,1986,36,750,2,4,22,8,111,0.12,0.25,6,5,1,1,3,467,40,723,16,1,0.087,0.05,0,2,0.205,0,60,1,1,1,1,1,1,2,0,0,0...

area/lightgbm

**Describe the bug** Starting from [SynapseML website](https://microsoft.github.io/SynapseML/) and launching container with a pre-built docker image, nothing appears on the localhost, I am using Ubuntu 20.04. Container does not log anything...

Using the released version of the package (rc3) and the snapshot referenced in #1012 when using LanguageDetector() I get the following error: >java.lang.NoClassDefFoundError: org/apache/spark/ml/util/MLWritable$class **To Reproduce** Databricks cluster with Runtime...

area/cognitive-service

One can specify the eval data and eval metric for lightgbm via the ```validationIndicatorCol``` and ```metric``` parameters. How can one: 1. See the iteration by iteration evaluation metric evolution like...

area/lightgbm

**Describe the bug** I am using Databricks DBR 8.3ML and not able to instantiate LightGBMClassifier. Followed the steps in the documentation **To Reproduce** Databricks DBR 8.3ML | Spark 3.1.1 |...

area/lightgbm

**Describe the bug** A clear and concise description of what the bug is. LightGBMRegressor throws 'JavaPackage' object is not callable **To Reproduce** Steps to reproduce the behavior, code snippets encouraged...

area/lightgbm

I have a simple regression task (using a LightGBMRegressor) where I want to penalize negative predictions more than positive ones. Is there a way to achieve this with the default...

enhancement
good first issue
area/lightgbm

**Describe the bug** Followed the instruction to run the pre-built docker and tried to connect to http://locahost:8888 on the docker host machine but failed to connect. Also the documentation is...

We have recently upgraded Databricks runtime to 10.0 ML and we are experiencing issues when trying to log a model which uses the LightGBMRegressor class. The same exact code runs...

area/lightgbm