Engineer's Kit on ML

by Sri Balaji J Updated: Jun 17, 2022

Machine Learning is a type of artificial intelligence that helps in predicting more accurate outcomes without the need for complex or long programming. Machine learning is classified into different types: supervised, unsupervised, semi-supervised, and reinforcement learning. 1) Supervised learning uses binary classification, multi-class classification, and regression to train and model data. 2) Unsupervised used clustering, and KNN to train and model data.

Some of the helpful and interesting libraries to work on in Machine Learning.

Data Analysis and Modelling in ML

Data analysis is a process of cleaning, changing, and modifying data that are relevant for modeling and visualization. Quality data is helpful for efficient modeling and better prediction.

agateby wireservice

Python 1117 Version:1.7.1

License: Permissive (MIT)

A Python data analysis library that is optimized for humans instead of machines.

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agateby wireservice

Python 1117 Version:1.7.1 License: Permissive (MIT)

A Python data analysis library that is optimized for humans instead of machines.

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engardeby engarde-dev

Python 503 Version:Current

License: Permissive (MIT)

A library for defensive data analysis.

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engardeby engarde-dev

Python 503 Version:Current License: Permissive (MIT)

A library for defensive data analysis.

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QualCoderby ccbogel

Python 193 Version:3.1

License: Permissive (MIT)

Qualitative data analysis for text, images, audio, video. Cross platform. Python 3.7 or newer and PyQt6.

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QualCoderby ccbogel

Python 193 Version:3.1 License: Permissive (MIT)

Qualitative data analysis for text, images, audio, video. Cross platform. Python 3.7 or newer and PyQt6.

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Edatorby kianweelee

Python 75 Version:0.2

License: Permissive (MIT)

A python package that performs exploratory data analysis for users. Additionally, it generates 3 types of output files (cleaned CSV, plots and a text report).

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Edatorby kianweelee

Python 75 Version:0.2 License: Permissive (MIT)

A python package that performs exploratory data analysis for users. Additionally, it generates 3 types of output files (cleaned CSV, plots and a text report).

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fireantby kayak

Python 101 Version:7.9.0

License: Permissive (Apache-2.0)

Data analysis and reporting tool for quick access to custom charts and tables in Jupyter Notebooks and in the shell.

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fireantby kayak

Python 101 Version:7.9.0 License: Permissive (Apache-2.0)

Data analysis and reporting tool for quick access to custom charts and tables in Jupyter Notebooks and in the shell.

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Natural Language Processing

NLP helps computers to communicate with humans in their own language and performs functions with that communication.

transformersby huggingface

Python 79099 Version:4.25.1

License: Permissive (Apache-2.0)

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

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transformersby huggingface

Python 79099 Version:4.25.1 License: Permissive (Apache-2.0)

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

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PyTorch-NLPby PetrochukM

Python 2137 Version:0.5.0

License: Permissive (BSD-3-Clause)

Basic Utilities for PyTorch Natural Language Processing (NLP)

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PyTorch-NLPby PetrochukM

Python 2137 Version:0.5.0 License: Permissive (BSD-3-Clause)

Basic Utilities for PyTorch Natural Language Processing (NLP)

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bert-as-serviceby hanxiao

Python 9373 Version:v1.8.1

License: Permissive (MIT)

Mapping a variable-length sentence to a fixed-length vector using BERT model

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bert-as-serviceby hanxiao

Python 9373 Version:v1.8.1 License: Permissive (MIT)

Mapping a variable-length sentence to a fixed-length vector using BERT model

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NLP-progressby sebastianruder

Python 21271 Version:v0.3

License: Permissive (MIT)

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

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NLP-progressby sebastianruder

Python 21271 Version:v0.3 License: Permissive (MIT)

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

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Chatbot

These libraries help train chats in text and voice. It uses python and natural language understanding.

rasaby RasaHQ

Python 15445 Version:3.4.2

License: Permissive (Apache-2.0)

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

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rasaby RasaHQ

Python 15445 Version:3.4.2 License: Permissive (Apache-2.0)

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

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