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* Update directory path 

- Update directory path with Tensorflow directoy folder: tensorflow/models/research/
- Add option to refresh source ~/.bashrc

* Update installation.md

Updated owners

Add axis=1 for to reconstruction error calculation. This will avoid taking the sum of cost so that the training objective will no longer be  batch-size dependent.

Fixes #2243

Updated owner

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Added "No maintenance intended"

Added TensorFlow requirement badges

Added TensorFlow requirement badges

Added TensorFlow requirement badges

* Fix maintainers list into a table for easy read.

* Taken duplicate name out of the maintainers table.

Fixed bug

Plus minor formatting proposals

typo fixed

* Guard the unsafe tf.exp to prevent Inf cost

* Update run_lfads.py

Add the hyperparameter `_clip_value` to resolve the issue in the prototype example

Fixed typo

* add scripts to generate training data

* add scripts to generate training data

* add missing POS tag mapping

* tweak flags to not rely on directory structure, fix issues with output.

* add blurbs for new programs

* oops, need to initialize the embeddings!

* Misspelled 'info'

* editing
Co-authored-by: Chris Waterson <waterson@google.com>

Fixed typo

* Adds try/except block to str.decode for python3.x

* Fixes deprecation warning

* Fixes attribute error with python3

* uses mode='rb' instead of try/except block for python2/3 compatability

Add notice about implementation discrepancy.

Added description for sentiment_analysis

tiny typing error: prerprocessiing -> preprocessing

Added a "No Maintenance Intended" badge

Added a "No Maintenance Intended" badge

Installing tensorflow1.14 instead of 2.X

python3 -c "import delf" crashed because of call to tf.contrib.slim
contrib module has been deprecated in tf 2.0