Minor edits

Author: SnehaGunda

articles/synapse-analytics/machine-learning/synapse-machine-learning-library.md

@@ -5,7 +5,7 @@ author: SnehaGunda
 ms.service: synapse-analytics
 ms.topic: conceptual
 ms.subservice: machine-learning
-ms.date: 08/19/2022
+ms.date: 08/31/2022
 ms.author: sngun
 ---
 
@@ -17,7 +17,6 @@ With SynapseML, you can build scalable and intelligent systems to solve challeng
 
 SynapseML requires Scala 2.12, Spark 3.0+, and Python 3.6+.
 
-
 ## Key features of SynapseML
 
 ### A unified API for creating, training, and scoring models
@@ -43,7 +42,6 @@ Bringing ONNX to Spark not only helps developers scale deep learning models, it
 
 After building a model, it’s imperative that researchers and engineers understand its limitations and behavior before deployment. SynapseML helps developers and researchers build responsible AI systems by introducing new tools that reveal why models make certain predictions and how to improve the training dataset to eliminate biases. SynapseML dramatically speeds the process of understanding a user’s trained model by enabling developers to distribute computation across hundreds of machines. More specifically, SynapseML includes distributed implementations of Shapley Additive Explanations (SHAP) and Locally Interpretable Model-Agnostic Explanations (LIME) to explain the predictions of vision, text, and tabular models. It also includes tools such as Individual Conditional Expectation (ICE) and partial dependence analysis to recognized biased datasets.
 
-
 ## Enterprise support on Azure Synapse Analytics
 
 SynapseML is generally available on Azure Synapse Analytics with enterprise support. You can build large-scale machine learning pipelines using Azure Cognitive Services, LightGBM, ONNX, and other [selected SynapseML features](https://techcommunity.microsoft.com/t5/azure-synapse-analytics-blog/streamline-collaboration-and-insights-with-simplified-machine/ba-p/2924707). It even includes templates to quickly prototype distributed machine learning systems, such as visual search engines, predictive maintenance pipelines, document translation, and more.

articles/synapse-analytics/machine-learning/what-is-machine-learning.md

@@ -8,7 +8,7 @@ ms.subservice: machine-learning
 ms.topic: overview 
 ms.reviewer: sngun, garye
 
-ms.date: 08/19/2022
+ms.date: 08/31/2022
 author: nelgson
 ms.author: negust
 ---