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VirtualAssistant Kit

by rn8154 Updated: Oct 2, 2021

This starter kit has all the required kits/libraries for creating your own virtual assistant. It contains various kits for getting started such as follows: 1. Development environment 2. Exploratory data analysis 3. Machine learning 4. Text Mining 5. NLP - sentence embedding, cosine similarities

Development Environment

Jupyter notebook and vscode are used for development and are known as IDEs. To write any code it is necessary to have an development environment setup. Jupyter notebook is web based interactive environment.

notebookby jupyter

Jupyter Notebook star image 8966 Version:v7.0.0a2

License: Others (Non-SPDX)

Jupyter Interactive Notebook

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notebookby jupyter

Jupyter Notebook star image 8966 Version:v7.0.0a2 License: Others (Non-SPDX)

Jupyter Interactive Notebook
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vscodeby microsoft

TypeScript star image 130477 Version:1.66.2

License: Permissive (MIT)

Visual Studio Code

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vscodeby microsoft

TypeScript star image 130477 Version:1.66.2 License: Permissive (MIT)

Visual Studio Code
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Exploratory data analysis

Libraries that deal with arrays and help in data analysis for data engineering. Arrays can be manipulated meaning the dimensions, reshaping, etc.

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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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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Machine Learning

Basic machine learning libraries that creates a model and also trains the model using the dataset. Also is used for prediction purposes to test whether model trained is accurate or not.

faissby facebookresearch

C++ star image 14276 Version:v1.7.1

License: Permissive (MIT)

A library for efficient similarity search and clustering of dense vectors.

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faissby facebookresearch

C++ star image 14276 Version:v1.7.1 License: Permissive (MIT)

A library for efficient similarity search and clustering of dense vectors.
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scikit-learnby scikit-learn

Python star image 49728 Version:1.0.2

License: Permissive (BSD-3-Clause)

scikit-learn: machine learning in Python

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scikit-learnby scikit-learn

Python star image 49728 Version:1.0.2 License: Permissive (BSD-3-Clause)

scikit-learn: machine learning in Python
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Exploratory data analysis

Libraries which are used for analysis and processing of unprocessed natural language.

spaCyby explosion

Python star image 23063 Version:v3.1.6

License: Permissive (MIT)

💫 Industrial-strength Natural Language Processing (NLP) in Python

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spaCyby explosion

Python star image 23063 Version:v3.1.6 License: Permissive (MIT)

💫 Industrial-strength Natural Language Processing (NLP) in Python
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nltkby nltk

Python star image 10427 Version:Current

License: Permissive (Apache-2.0)

NLTK Source

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nltkby nltk

Python star image 10427 Version:Current License: Permissive (Apache-2.0)

NLTK Source
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NLP

Libraries in this group are used to clean the dataset by removing all punctuations, digits, symbols, etc. After data preprocessing, the user query is compared with dataset queries via cosine similarity algorithm which will give us the record in dataset which is similar to user query.

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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