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Virtual Assistant Kit (FAQ)

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by rb6995 dot icon Updated: Oct 1, 2021

Solution Kit Solution Kit  

This is a Virtual Assistant Kit which predicts and answers FAQ. This kit aids rapid development of Virtual Agents by following below steps. 1. Select a development environment of your choice 2. Explore and analyse the dataset 3. Cleanse and get the noise-free data 4. Compute embeddings for the dataset - sentence or word embeddings 5. Preprocess the user query 6. Compute embeddings for user query 7. Compare and compute similarity score to find a best match 8. Look up the dataset for displaying answer of a best matched query 9. Precomputed embeddings can be persisted for later use 10. Servers and webframeworks can be leveraged for servicing the request as REST API You can also find github reference to the Virtual Agent repo using this kit at the bottom for building your own Virtual Agents.

Development environment

Jupyter Notebook was used for development and debugging this kit.

notebookby jupyter

Jupyter Notebook doticonstar image 10114 doticonVersion:v7.0.0b2doticon
License: Permissive (BSD-3-Clause)

Jupyter Interactive Notebook

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            notebookby jupyter

            Jupyter Notebook doticon star image 10114 doticonVersion:v7.0.0b2doticon License: Permissive (BSD-3-Clause)

            Jupyter Interactive Notebook
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                      Exploratory Data Analysis

                      For extensive analysis and exploration of data, and to deal with arrays, these libraries are used. They are also used for performing scientific computation and data manipulation

                      numpyby numpy

                      Python doticonstar image 23587 doticonVersion:v1.24.3doticon
                      License: Permissive (BSD-3-Clause)

                      The fundamental package for scientific computing with Python.

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                                numpyby numpy

                                Python doticon star image 23587 doticonVersion:v1.24.3doticon License: Permissive (BSD-3-Clause)

                                The fundamental package for scientific computing with Python.
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                                          pandasby pandas-dev

                                          Python doticonstar image 38499 doticonVersion:v2.0.2doticon
                                          License: Permissive (BSD-3-Clause)

                                          Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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                                                    pandasby pandas-dev

                                                    Python doticon star image 38499 doticonVersion:v2.0.2doticon License: Permissive (BSD-3-Clause)

                                                    Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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                                                              Machine Learning

                                                              Machine learning libraries and frameworks here are helpful in capturing state-of-the-art embeddings. Embeddings are vectoral representation of text with their semantics.

                                                              py-lingualyticsby lingualytics

                                                              Python doticonstar image 32 doticonVersion:Currentdoticon
                                                              License: Permissive (MIT)

                                                              A text analytics library with support for codemixed data

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                                                                        py-lingualyticsby lingualytics

                                                                        Python doticon star image 32 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                        A text analytics library with support for codemixed data
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                                                                                  Python doticonstar image 10727 doticonVersion:v2.2.2doticon
                                                                                  License: Permissive (Apache-2.0)

                                                                                  Multilingual Sentence & Image Embeddings with BERT

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                                                                                            sentence-transformersby UKPLab

                                                                                            Python doticon star image 10727 doticonVersion:v2.2.2doticon License: Permissive (Apache-2.0)

                                                                                            Multilingual Sentence & Image Embeddings with BERT
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                                                                                                      Vitual Assistant built

                                                                                                      Please check out the link below to access my Github repository for the kit! https://github.com/RA1911003010940/Virtual-Assistant-Kit-FAQ-

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