.. _tutorials:
*********
Tutorials
*********

The following tutorials are roughly ordered from beginner to more advanced topics.  

Getting started
---------------
* :doc:`tutorials/tut_dla`
* `DLA Tutorial in Colab <https://colab.research.google.com/drive/10WMCmnKzwywZR7s2et5xx9CcoWBNmhLY?usp=sharing>`_ 

Text Cleaning and Transformations
---------------------------------
* :doc:`tutorials/tut_data_cleaning`
* :doc:`tutorials/tut_text_transformations`

Feature Extraction
------------------
* :doc:`tutorials/tut_feat_tables`
* :doc:`tutorials/tut_adv_fe`
* :doc:`tutorials/tut_trns`

Viewing your data and output
----------------------------
* :doc:`tutorials/tut_output`
* :doc:`tutorials/tut_sql_commands`

Prediction
----------
* :doc:`tutorials/tut_pred`
* :doc:`tutorials/tut_pickle_build`
* :doc:`tutorials/tut_pickle_apply`

Clustering
----------
* :doc:`tutorials/tut_clustering`

LDA with Mallet
---------------
* :doc:`tutorials/tut_lda`
* :doc:`tutorials/tut_lda_full`

Data Engines
------------
* :doc:`tutorials/tut_dataengine`

Other Topics
------------
* :doc:`tutorials/tut_import_methods`
* :doc:`tutorials/tut_dla_rot`
* :doc:`tutorials/tut_classes`
* :doc:`tutorials/tut_pandas`
* :doc:`tutorials/tut_ini_files`

Video Tutorials
---------------

The following videos were developed by the World Well-Being Project and are not directly related to running DLATK .

* `Open Vocabulary Analysis: The Concept <https://youtu.be/ZdTeDED9h-w>`_ 
* `Age / Gender Predictive Lexica <https://youtu.be/bCsnyhImX0s>`_ 
* `Differential Word Clouds <https://youtu.be/eNChmjKPLgw>`_ 
* `Twitter Predicting Heart Disease <https://youtu.be/ZSQ3QYCk8Ao>`_
* `Penalized Regression <https://youtu.be/nQ4G45AbHyU>`_
* `Introduction to Word Embeddings <https://youtu.be/Eku_pbZ3-Mw>`_