# Trax Examples


Here are a few example notebooks:-

* [**trax.data API explained**](https://github.com/google/trax/blob/master/examples/trax-data-Explained.ipynb) : Explains some of the major functions in the `trax.data` API
* [**Named Entity Recognition using Reformer**](https://github.com/google/trax/blob/master/examples/NER_using_Reformer.ipynb) : Uses a [Kaggle dataset](https://www.kaggle.com/abhinavwalia95/entity-annotated-corpus) for implementing Named Entity Recognition using the [Reformer](https://arxiv.org/abs/2001.04451) architecture.
* [**Deep N-Gram models**](https://github.com/google/trax/blob/master/examples/Deep_N_Gram_Models.ipynb) : Implementation of deep n-gram models trained on Shakespeares works
* [**Knowledge Tracing Transformer**](https://github.com/google/trax/blob/master/examples/Knowledge_Tracing_Tranformer.ipynb): End-to-end example adapting basic Transformer architecture to accommodate a knowledge tracing task. 

# Trax Examples


Here are a few example notebooks:-

* [**trax.data API explained**](https://github.com/google/trax/blob/master/trax/examples/trax-data-Explained.ipynb) : Explains some of the major functions in the `trax.data` API
* [**Named Entity Recognition using Reformer**](https://github.com/google/trax/blob/master/trax/examples/NER_using_Reformer.ipynb) : Uses a [Kaggle dataset](https://www.kaggle.com/abhinavwalia95/entity-annotated-corpus) for implementing Named Entity Recognition using the [Reformer](https://arxiv.org/abs/2001.04451) architecture.
* [**Deep N-Gram models**](https://github.com/google/trax/blob/master/trax/examples/Deep_N_Gram_Models.ipynb) : Implementation of deep n-gram models trained on Shakespeares works
* [**Knowledge Tracing Transformer**](https://github.com/google/trax/blob/master/trax/examples/Knowledge_Tracing_Tranformer.ipynb): End-to-end example adapting basic Transformer architecture to accommodate a knowledge tracing task.
* [**Neural Machine Translation with Transformers/Reformers**](https://github.com/google/trax/blob/master/trax/examples/NMT_with_Transformers_Reformers_using_Trax.ipynb): A guide to Neural Machine Translation using Transformers/Reformers. Includes a detailed tutorial using Trax.

Add Neural Machine Translation example, fix URLs
Add Neural Machine Translation example, fix URLs

Add Neural Machine Translation with Transformers/Reformers example to the README.md file and replace the URLs from https://github.com/google/trax/blob/master/examples/ to https://github.com/google/trax/blob/master/trax/examples/ Adding /trax so it works.