Engineer's Kit on ML

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by Sri Balaji J dot icon Updated: Jun 17, 2022

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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 doticonstar image 1133 doticonVersion:Currentdoticon
License: Permissive (MIT)

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

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            agateby wireservice

            Python doticon star image 1133 doticonVersion:Currentdoticon License: Permissive (MIT)

            A Python data analysis library that is optimized for humans instead of machines.
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                      engardeby engarde-dev

                      Python doticonstar image 503 doticonVersion:Currentdoticon
                      License: Permissive (MIT)

                      A library for defensive data analysis.

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                                engardeby engarde-dev

                                Python doticon star image 503 doticonVersion:Currentdoticon License: Permissive (MIT)

                                A library for defensive data analysis.
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                                          QualCoderby ccbogel

                                          Python doticonstar image 228 doticonVersion:3.3doticon
                                          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 doticon star image 228 doticonVersion:3.3doticon 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 doticonstar image 75 doticonVersion:0.2doticon
                                                              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 doticon star image 75 doticonVersion:0.2doticon 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 doticonstar image 101 doticonVersion:0.19.3doticon
                                                                                  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 doticon star image 101 doticonVersion:0.19.3doticon 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 doticonstar image 104111 doticonVersion:v4.30.2doticon
                                                                                                      License: Permissive (Apache-2.0)

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

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                                                                                                                transformersby huggingface

                                                                                                                Python doticon star image 104111 doticonVersion:v4.30.2doticon 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 doticonstar image 2157 doticonVersion:0.5.0doticon
                                                                                                                          License: Permissive (BSD-3-Clause)

                                                                                                                          Basic Utilities for PyTorch Natural Language Processing (NLP)

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                                                                                                                                    PyTorch-NLPby PetrochukM

                                                                                                                                    Python doticon star image 2157 doticonVersion:0.5.0doticon License: Permissive (BSD-3-Clause)

                                                                                                                                    Basic Utilities for PyTorch Natural Language Processing (NLP)
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                                                                                                                                              bert-as-serviceby hanxiao

                                                                                                                                              Python doticonstar image 9373 doticonVersion:v1.8.1doticon
                                                                                                                                              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 doticon star image 9373 doticonVersion:v1.8.1doticon License: Permissive (MIT)

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

                                                                                                                                                                  Python doticonstar image 21677 doticonVersion:v0.3doticon
                                                                                                                                                                  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 doticon star image 21677 doticonVersion:v0.3doticon 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 doticonstar image 16550 doticonVersion:3.6.0doticon
                                                                                                                                                                                      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 doticon star image 16550 doticonVersion:3.6.0doticon 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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                                                                                                                                                                                                          ai-chatbot-frameworkby alfredfrancis

                                                                                                                                                                                                          Python doticonstar image 1796 doticonVersion:v2.2.1doticon
                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                          A python chatbot framework with Natural Language Understanding and Artificial Intelligence.

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                                                                                                                                                                                                                    ai-chatbot-frameworkby alfredfrancis

                                                                                                                                                                                                                    Python doticon star image 1796 doticonVersion:v2.2.1doticon License: Permissive (MIT)

                                                                                                                                                                                                                    A python chatbot framework with Natural Language Understanding and Artificial Intelligence.
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                                                                                                                                                                                                                              ChatterBotby gunthercox

                                                                                                                                                                                                                              Python doticonstar image 13319 doticonVersion:1.0.8doticon
                                                                                                                                                                                                                              License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                              ChatterBot is a machine learning, conversational dialog engine for creating chat bots

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                                                                                                                                                                                                                                        ChatterBotby gunthercox

                                                                                                                                                                                                                                        Python doticon star image 13319 doticonVersion:1.0.8doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                        ChatterBot is a machine learning, conversational dialog engine for creating chat bots
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                                                                                                                                                                                                                                                  RL-Chatbotby pochih

                                                                                                                                                                                                                                                  Python doticonstar image 364 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                  License: Permissive (MIT)

                                                                                                                                                                                                                                                  🤖 Deep Reinforcement Learning Chatbot

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                                                                                                                                                                                                                                                            RL-Chatbotby pochih

                                                                                                                                                                                                                                                            Python doticon star image 364 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                            🤖 Deep Reinforcement Learning Chatbot
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