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z5C^!8=;r_S6;1r(#0dQVi~wAgHzo#3u?C}a80lqYVhu`IVMG?92|}E3vQlBxM%#$v z>6;sx?&cx9z>=G>1CzS)T^E#_2z5&?((Ku=4c~Xa9XD{6nuM&mNA6KDADe8{I1bb! z+e^N0>IX51`k)1@w)=xD(B+_5~Hg1=zsk_i_s58HA={9!RLa`Ph zj7ADy?=?qgd`x(AcX~y33PLjra)*TgZh{%5XNj9|CEMA`t4utEon?p&6i0R1PR2%- naeYHp^VrJ%xoLP(YMOZMvNh@AsFYP{X)B^v&RMnudF}rI&f%$Q literal 0 HcmV?d00001 diff --git a/docs/release-notes/0.8/release-0.8.md b/docs/release-notes/0.8/release-0.8.md new file mode 100644 index 0000000000..099d22cca8 --- /dev/null +++ b/docs/release-notes/0.8/release-0.8.md @@ -0,0 +1,121 @@ +# ML.NET 0.8 Release Notes + +Today we are excited to release ML.NET 0.8 and we can finally explain why it +is the best version so far! This release enables model explainability to +understand which features (inputs) are most important, improved debuggability, +easier to use time series predictions, several API improvements, a new +recommendation use case, and more. + +### Installation + +ML.NET supports Windows, MacOS, and Linux. See [supported OS versions of .NET +Core +2.0](https://github.com/dotnet/core/blob/master/release-notes/2.0/2.0-supported-os.md) +for more details. + +You can install ML.NET NuGet from the CLI using: +``` +dotnet add package Microsoft.ML +``` + +From package manager: +``` +Install-Package Microsoft.ML +``` + +### Release Notes + +Below are some of the highlights from this release. + +* Added first steps towards model explainability + ([#1735](https://github.com/dotnet/machinelearning/pull/1735), + [#1692](https://github.com/dotnet/machinelearning/pull/1692)) + + * Enabled explainability in the form of overall feature importance and + generalized additive models. + * Overall feature importance gives a sense of which features are overall + most important for the model. For example, when predicting the sentiment + of a tweet, the presence of "amazing" might be more important than + whether the tweet contains "bird". This is enabled through Permutation + Feature Importance. Example usage can be found + [here](https://github.com/dotnet/machinelearning/blob/3d33e20f33da70cdd3da2ad9e0b2b03df929bef4/docs/samples/Microsoft.ML.Samples/Dynamic/PermutationFeatureImportance.cs). + * Generalized Additive Models have very explainable predictions. They are + similar to linear models in terms of ease of understanding but are more + flexible and can have better performance. Example usage can be found + [here](https://github.com/dotnet/machinelearning/blob/3d33e20f33da70cdd3da2ad9e0b2b03df929bef4/docs/samples/Microsoft.ML.Samples/Dynamic/GeneralizedAdditiveModels.cs). + +* Improved debuggability by previewing IDataViews + ([#1518](https://github.com/dotnet/machinelearning/pull/1518)) + + * It is often useful to peek at the data that is read into an ML.NET + pipeline and even look at it after some intermediate steps to ensure the + data is transformed as expected. + * You can now preview an IDataView by going to the Watch window in the VS + debugger, entering a variable name you want to preview and calling its + `Preview()` method. ![](dataPreview.gif) + +* Enabled a stateful prediction engine for time series problems + ([#1727](https://github.com/dotnet/machinelearning/pull/1727)) + + * [ML.NET + 0.7](https://github.com/dotnet/machinelearning/blob/483ec04a11fbdc056a88bc581d7e5cee9092a936/docs/release-notes/0.7/release-0.7.md) + enabled anomaly detection scenarios. However, the prediction engine was + stateless, which means that every time you want to figure out whether + the latest data point is anomolous, you need to provide historical data + as well. This is unnatural. + * The prediction engine can now keep state of time series data seen so + far, so you can now get predictions by just providing the latest data + point. This is enabled by using `CreateTimeSeriesPredictionFunction` + instead of `MakePredictionFunction`. Example usage can be found + [here](https://github.com/dotnet/machinelearning/blob/3d33e20f33da70cdd3da2ad9e0b2b03df929bef4/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesDirectApi.cs#L141). + +* Improved support for recommendation scenarios with implicit feedback + ([#1664](https://github.com/dotnet/machinelearning/pull/1664)) + + * [ML.NET + 0.7](https://github.com/dotnet/machinelearning/blob/483ec04a11fbdc056a88bc581d7e5cee9092a936/docs/release-notes/0.7/release-0.7.md) + included Matrix Factorization which enables using ratings provided by + users to recommend other items they might like. + * In some cases, you don't have specific ratings from users but only + implicit feedback (e.g. they watched the movie but didn't rate it). + * Matrix Factorization in ML.NET can now use this type of implicit data to + train models for recommendation scenarios. + * Example usage can be found + [here](https://github.com/dotnet/machinelearning/blob/71d58fa83f77abb630d815e5cf8aa9dd3390aa65/test/Microsoft.ML.Tests/TrainerEstimators/MatrixFactorizationTests.cs#L335). + +* Enabled saving and loading data as a binary file (IDataView/IDV) + ([#1678](https://github.com/dotnet/machinelearning/pull/1678)) + + * It is sometimes useful to save data after it has been transformed. For + example, you might have featurized all the text into sparse vectors and + want to perform repeated experimentation with different trainers without + continuously repeating the data transformation. + * Saving and loading files in ML.NET's binary format can help efficiency + as it is compressed and already schematized. + * Reading a binary data file can be done using + `mlContext.Data.ReadFromBinary("pathToFile")` and writing a binary data + file can be done using `mlContext.Data.SaveAsBinary("pathToFile")`. + +* Added filtering and caching APIs + ([#1569](https://github.com/dotnet/machinelearning/pull/1569)) + + * There is sometimes a need to filter the data used for training a model. + For example, you need to remove rows that don't have a label, or focus + your model on certain categories of inputs. This can now be done with + additional filters as shown + [here](https://github.com/dotnet/machinelearning/blob/71d58fa83f77abb630d815e5cf8aa9dd3390aa65/test/Microsoft.ML.Tests/RangeFilterTests.cs#L30). + + * Some estimators iterate over the data multiple times. Instead of always + reading from file, you can choose to cache the data to potentially speed + things up. An example can be found + [here](https://github.com/dotnet/machinelearning/blob/71d58fa83f77abb630d815e5cf8aa9dd3390aa65/test/Microsoft.ML.Tests/CachingTests.cs#L56). + +### Acknowledgements + +Shoutout to [jwood803](https://github.com/jwood803), +[feiyun0112](https://github.com/feiyun0112), +[bojanmisic](https://github.com/bojanmisic), +[rantri](https://github.com/rantri), [Caraul](https://github.com/Caraul), +[van-tienhoang](https://github.com/van-tienhoang), +[Thomas-S-B](https://github.com/Thomas-S-B), and the ML.NET team for their +contributions as part of this release! \ No newline at end of file From 8e02650646eb324e5cb84a01a1434bcdc2823b22 Mon Sep 17 00:00:00 2001 From: Gal Oshri Date: Thu, 29 Nov 2018 15:32:02 -0800 Subject: [PATCH 2/3] Minor spacing change --- docs/release-notes/0.8/release-0.8.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/docs/release-notes/0.8/release-0.8.md b/docs/release-notes/0.8/release-0.8.md index 099d22cca8..eae87dd064 100644 --- a/docs/release-notes/0.8/release-0.8.md +++ b/docs/release-notes/0.8/release-0.8.md @@ -52,7 +52,9 @@ Below are some of the highlights from this release. data is transformed as expected. * You can now preview an IDataView by going to the Watch window in the VS debugger, entering a variable name you want to preview and calling its - `Preview()` method. ![](dataPreview.gif) + `Preview()` method. + + ![](dataPreview.gif) * Enabled a stateful prediction engine for time series problems ([#1727](https://github.com/dotnet/machinelearning/pull/1727)) From e2171d971d20a9993fe9bf725d26e85c64e82126 Mon Sep 17 00:00:00 2001 From: Gal Oshri Date: Fri, 30 Nov 2018 16:49:13 -0800 Subject: [PATCH 3/3] Adding note about separate NuGets that are needed --- docs/release-notes/0.8/release-0.8.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/docs/release-notes/0.8/release-0.8.md b/docs/release-notes/0.8/release-0.8.md index eae87dd064..bc3bee06d3 100644 --- a/docs/release-notes/0.8/release-0.8.md +++ b/docs/release-notes/0.8/release-0.8.md @@ -53,7 +53,7 @@ Below are some of the highlights from this release. * You can now preview an IDataView by going to the Watch window in the VS debugger, entering a variable name you want to preview and calling its `Preview()` method. - + ![](dataPreview.gif) * Enabled a stateful prediction engine for time series problems @@ -70,6 +70,7 @@ Below are some of the highlights from this release. point. This is enabled by using `CreateTimeSeriesPredictionFunction` instead of `MakePredictionFunction`. Example usage can be found [here](https://github.com/dotnet/machinelearning/blob/3d33e20f33da70cdd3da2ad9e0b2b03df929bef4/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesDirectApi.cs#L141). + You'll need to add the Microsoft.ML.TimeSeries NuGet to your project. * Improved support for recommendation scenarios with implicit feedback ([#1664](https://github.com/dotnet/machinelearning/pull/1664)) @@ -84,6 +85,8 @@ Below are some of the highlights from this release. train models for recommendation scenarios. * Example usage can be found [here](https://github.com/dotnet/machinelearning/blob/71d58fa83f77abb630d815e5cf8aa9dd3390aa65/test/Microsoft.ML.Tests/TrainerEstimators/MatrixFactorizationTests.cs#L335). + You'll need to add the Microsoft.ML.MatrixFactorization NuGet to your + project. * Enabled saving and loading data as a binary file (IDataView/IDV) ([#1678](https://github.com/dotnet/machinelearning/pull/1678)) @@ -106,7 +109,7 @@ Below are some of the highlights from this release. your model on certain categories of inputs. This can now be done with additional filters as shown [here](https://github.com/dotnet/machinelearning/blob/71d58fa83f77abb630d815e5cf8aa9dd3390aa65/test/Microsoft.ML.Tests/RangeFilterTests.cs#L30). - + * Some estimators iterate over the data multiple times. Instead of always reading from file, you can choose to cache the data to potentially speed things up. An example can be found