diff --git a/README.rst b/README.rst
index 56167ccd..2f4d6d9e 100644
--- a/README.rst
+++ b/README.rst
@@ -42,7 +42,7 @@ Features
- **Emotion Analysis**
- From BERT, Fast-Text, Dynamic-Memory Network, Sparse Tensorflow, Attention Neural Network to build deep emotion analysis models.
+ From Attention-Recurrent model, Sparse Tensorflow, Self-Attention to build deep emotion analysis models.
- **Entities Recognition**
Latest state-of-art CRF deep learning models to do Naming Entity Recognition.
@@ -66,16 +66,19 @@ Features
- **ELMO (biLM)**
Provide pretrained bahasa wikipedia and bahasa news ELMO, with easy interface and visualization.
+- **Relevancy Analysis**
+
+ From Dilated Convolutional Neural Network and Self-Attention to build deep relevancy analysis models.
- **Sentiment Analysis**
- From BERT, Fast-Text, Dynamic-Memory Network, Sparse Tensorflow, Attention Neural Network to build deep sentiment analysis models.
+ From Attention-Recurrent model, Sparse Tensorflow and Self-Attention to build deep sentiment analysis models.
- **Spell Correction**
Using local Malaysia NLP researches to auto-correct any bahasa words.
- Stemmer
- **Subjectivity Analysis**
- From BERT, Fast-Text, Dynamic-Memory Network, Sparse Tensorflow, Attention Neural Network to build deep subjectivity analysis models.
+ From Attention-Recurrent model, Sparse Tensorflow and Self-Attention to build deep subjectivity analysis models.
- **Summarization**
Using skip-thought with attention state-of-art to give precise unsupervised summarization.
@@ -84,7 +87,7 @@ Features
Provide LDA2Vec, LDA, NMF and LSA interface for easy topic modelling with topics visualization.
- **Toxicity Analysis**
- From BERT, Fast-Text, Dynamic-Memory Network, Attention Neural Network to build deep toxicity analysis models.
+ From Attention-Recurrent model, Self-Attention to build deep toxicity analysis models.
- **Word2Vec**
Provide pretrained bahasa wikipedia and bahasa news Word2Vec, with easy interface and visualization.
diff --git a/docs/Api.rst b/docs/Api.rst
index 109f9390..8eccc823 100644
--- a/docs/Api.rst
+++ b/docs/Api.rst
@@ -69,9 +69,6 @@ malaya.normalize
.. automodule:: malaya.normalize
:members:
-.. autoclass:: malaya.normalize._DEEP_NORMALIZER()
- :members:
-
.. autoclass:: malaya.normalize._SPELL_NORMALIZE()
:members:
@@ -96,6 +93,12 @@ malaya.preprocessing
.. automodule:: malaya.preprocessing
:members:
+malaya.relevancy
+------------------
+
+.. automodule:: malaya.relevancy
+ :members:
+
malaya.sentiment
-----------------
diff --git a/docs/Dataset.rst b/docs/Dataset.rst
index f0b373dd..69dfe8b1 100644
--- a/docs/Dataset.rst
+++ b/docs/Dataset.rst
@@ -1,6 +1,14 @@
Dataset
=======
+.. raw:: html
+
+
+
+