# May 1, 2023

## SDK Updates

We have the following updates to our SDK 1.2.4

1. Support for Py3.10
2. Support for [Pytorch 2.0.0](https://pytorch.org/get-started/pytorch-2.0/) for experiment tracking
3. Removing dependency on KeyChain
4.  Support for [XGBoost](https://xgboost.readthedocs.io/en/stable/index.html) and [Scikit-learn](https://scikit-learn.org/stable/tutorial/index.html) for experiment tracking

{% hint style="info" %}
Please note that you will need to update your SDK. Please follow the  instructions to update your SDK installation [here](https://developer.markovml.com/guides/setup-your-machine/upgrading-your-cli-version)
{% endhint %}

## Datasets

### Easy EDA through MarkovML

We have added a new feature that allows users to download the results of exploratory data analysis (EDA) through our platform.

To use this feature, go to the Full Analysis tab on the dataset details page, select your preferred EDA, and let MarkovML do the rest. Once the analysis is complete, you can download the results directly from the platform.

![Full Analysis workflow and result download](https://slabstatic.com/prod/uploads/j51jqwst/posts/images/745VhZc1JPqrwYS4mNhUtQ3W.gif)

### Label Quality Score

We're excited to announce a new feature that will help you evaluate the quality of your labeled text datasets more easily. You can now view your datasets' Label Quality Estimate score at the top right of the dataset details page. This score is designed to give you an overall idea of the accuracy of the labeling in your dataset.

Additionally, in the Embeddings tab, you can now hover over the points to see the confidence estimates for each row of your dataset. This feature provides granular insights into the quality of the labeling.

![Embedding Visualization with Label Quality Score](https://slabstatic.com/prod/uploads/j51jqwst/posts/images/ZE75xCTfWzvYObXFe5kJJwN1.png)

## Evaluations

### Revamped Evaluation Comparisons Page

We have revamped the UI of the evaluation comparison page to make it more intuitive and simpler to use.

![Updated Evaluation Details Page](https://slabstatic.com/prod/uploads/j51jqwst/posts/images/wvDEYzGOPRCimrjD7lDp40VQ.gif)

## Miscellaneous

### Editing Names and Description

.You will now be able to update the name and description of a project, evaluation, and datasets from the respective details page

![](https://slabstatic.com/prod/uploads/j51jqwst/posts/images/r5rhNQYaRKQwLZ3mbYk5Mj_m.gif)

### Usage Details

You can now see usage data for your workspace. This means you can track the resources consumed by your account.

![](https://slabstatic.com/prod/uploads/j51jqwst/posts/images/GmJnSEsO9561lMZE3rXpzjvq.png)