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Basic Virtual Agent Kit

by arvindjei11 Updated: Oct 1, 2021

This is a starter kit for developing your own virtual assistant with the required libraries to freely analyse. transform and manipulate your data, as well as pre-process and create embeddings. This in turn can be calculated to find the best match for the user query using machine learning, and finally deploying your app to the web.

Data Analysis

For use in setting, easy manipulation and analysis of data, especially with array operations.

numpyby numpy

Python star image 20101 Version:v1.22.3

License: Permissive (BSD-3-Clause)

The fundamental package for scientific computing with Python.

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numpyby numpy

Python star image 20101 Version:v1.22.3 License: Permissive (BSD-3-Clause)

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

Python star image 33259 Version:v1.4.1

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 star image 33259 Version:v1.4.1 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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Web Deployment

Use flask to deploy your virtual assistant to the web.

flaskby pallets

Python star image 58462 Version:2.1.1

License: Permissive (BSD-3-Clause)

The Python micro framework for building web applications.

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flaskby pallets

Python star image 58462 Version:2.1.1 License: Permissive (BSD-3-Clause)

The Python micro framework for building web applications.
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falconby falconry

Python star image 8703 Version:3.1.0rc3

License: Permissive (Apache-2.0)

The no-nonsense REST API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.

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falconby falconry

Python star image 8703 Version:3.1.0rc3 License: Permissive (Apache-2.0)

The no-nonsense REST API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
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Machine Learning Libraries

The following frameworks/libraries aid in sentence and image embeddings and match data with user queries.

sentence-transformersby UKPLab

Python star image 5944 Version:v2.0.0

License: Permissive (Apache-2.0)

Multilingual Sentence & Image Embeddings with BERT

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sentence-transformersby UKPLab

Python star image 5944 Version:v2.0.0 License: Permissive (Apache-2.0)

Multilingual Sentence & Image Embeddings with BERT
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bert-cosine-simby beekbin

Python star image 61 Version:Current

License: No License (null)

Fine-tune BERT to generate sentence embedding for cosine similarity

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bert-cosine-simby beekbin

Python star image 61 Version:Current License: No License

Fine-tune BERT to generate sentence embedding for cosine similarity
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pytorchby pytorch

C++ star image 55457 Version:v1.11.0

License: Others (Non-SPDX)

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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pytorchby pytorch

C++ star image 55457 Version:v1.11.0 License: Others (Non-SPDX)

Tensors and Dynamic neural networks in Python with strong GPU acceleration
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Text Mining

Use the lingualytics library to pre-process your data and remove stop words and punctuations.

py-lingualyticsby lingualytics

Python star image 32 Version:Current

License: Permissive (MIT)

A text analytics library with support for codemixed data

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py-lingualyticsby lingualytics

Python star image 32 Version:Current License: Permissive (MIT)

A text analytics library with support for codemixed data
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Python
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