[DOC] update references

AxeldeRomblay · Jul 25, 2019 · 4c5811a · 4c5811a
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Showing 1 changed file with 6 additions and 5 deletions.
diff --git a/docs/index.rst b/docs/index.rst
@@ -28,11 +28,12 @@ Links
    * `Kaggle kernel on "Titanic" dataset <https://www.kaggle.com/axelderomblay/running-mlbox-auto-ml-package-on-titanic>`__ (classification)
    * `Kaggle kernel on "House Prices" dataset <https://www.kaggle.com/axelderomblay/running-mlbox-auto-ml-package-on-house-prices>`__ (regression)
 
-* **Articles & tutorials from users:**
-   * `Tutorial on Automated Machine Learning using MLBox <https://www.analyticsvidhya.com/blog/2017/07/mlbox-library-automated-machine-learning/>`__
+* **Articles, books & tutorials from users:**
+   * `Tutorial on Automated Machine Learning using MLBox <https://www.analyticsvidhya.com/blog/2017/07/mlbox-library-automated-machine-learning/>`__ (Analytics Vidhya article)
    * `MLBox: a short regression tutorial <http://darques.eu/blog/index.php/2017/07/27/mlbox-a-short-regression_tutorial/>`__
-   * `KDnuggets: Implementing Auto-ML Systems with Open Source Tools <https://www.kdnuggets.com/2018/10/implementing-automated-machine-learning-open-source-path.html>`__
-   * `Automatic Machine Learning tutorial <https://www.youtube.com/watch?v=jn-22XyKsgo>`__
+   * `Implementing Auto-ML Systems with Open Source Tools <https://www.kdnuggets.com/2018/10/implementing-automated-machine-learning-open-source-path.html>`__ (KDnuggets article)
+   * `Hands-On Automated Machine Learning <https://www.oreilly.com/library/view/hands-on-automated-machine/9781788629898/>`__ (O'Reilly book)
+   * `Automatic Machine Learning <https://www.youtube.com/watch?v=jn-22XyKsgo>`__ (Youtube tutorial)
 
 * **Webinars & conferences:**
    * `Paris ML Hors Série #13: Automated Machine Learning <https://www.youtube.com/watch?v=zWZBK4-Fxp0>`__
@@ -42,7 +43,7 @@ Links
 * **References:**
    * `AutoML.org  <http://ml4aad.org/automl/>`__
    * `Skymind AI Wiki <https://skymind.ai/wiki/automl-automated-machine-learning-ai>`__
-   * `TPOT <https://epistasislab.github.io/tpot/related/>`__
+   * `TPOT github <https://epistasislab.github.io/tpot/related/>`__
    * `Towards Data Science <https://towardsdatascience.com/gui-fying-the-machine-learning-workflow-towards-rapid-discovery-of-viable-pipelines-cab2552c909f>`__